Source
load("cardiovascular_wgs.RData")
#library(devtools)
#devtools::install_github("YiqianZhang1004/BetaTREND")
library(BetaTREND)
library(phyloseq)
library(vegan)
## Warning: package 'vegan' was built under R version 4.2.3
## Loading required package: permute
## Loading required package: lattice
## Warning: package 'lattice' was built under R version 4.2.3
## This is vegan 2.6-6.1
Age
age <- as.numeric(sample_data(ps)[["Age..years."]])
keep <- !is.na(age)
ps_filt <- prune_samples(keep, ps)
age_filt <- as.numeric(sample_data(ps_filt)[["Age..years."]] )
dist_bray_filt <- phyloseq::distance(ps_filt, method = "bray")
res <- BetaTREND::gradient_projection(dist_bray_filt, age_filt)
## Warning: package 'viridis' was built under R version 4.2.3
## Loading required package: viridisLite
res
## $projection_scores
## [1] 1.711151663 0.208592185 -2.488257724 -1.744215497 -0.359973439
## [6] 1.169932649 2.947980076 -2.582385469 -0.179483263 -0.648243989
## [11] -1.244679894 -1.569861842 0.153562588 -0.245494582 -1.495829118
## [16] 2.643984666 1.113166580 -1.505720918 1.408177365 -1.601396058
## [21] -1.632628006 -1.076457978 2.110962407 0.324694227 -1.285137703
## [26] -1.721298242 -0.456232368 -3.338327968 1.230136848 -0.294191751
## [31] -0.893758177 -1.283279602 -1.576194472 2.441243371 0.145985289
## [36] -0.475773550 -2.398624149 0.234220699 -0.044305607 -1.446959964
## [41] 0.756570124 -0.576814935 -2.151036730 0.473570809 0.732095010
## [46] -0.711679684 -1.957657739 -2.908122268 0.700174862 -0.785667403
## [51] 0.095315721 0.851885467 -1.004410510 1.125999967 -0.594568422
## [56] -2.706085610 0.322203493 1.647190020 2.827452720 -1.002668722
## [61] 1.391762352 -1.371793272 -1.308481657 -1.330910866 -0.806533374
## [66] 1.519766410 0.070473674 0.215451392 -0.558734260 -1.009144013
## [71] 0.988785552 2.707994132 2.076501980 -1.899451654 1.270127729
## [76] -1.511803441 1.212992053 2.863810370 3.371125330 -2.322355948
## [81] -1.300402851 2.747714460 -2.139245734 -1.195624829 -0.427439417
## [86] 1.228620825 3.576473900 -0.456480006 -3.564880405 -1.147443889
## [91] 0.829104463 1.743071400 -1.918948779 -0.387016828 -0.871477538
## [96] 1.925261450 2.360585636 -0.071476138 -0.050856623 1.220414220
## [101] -0.500352284 0.802064584 -1.689006861 -1.851870376 2.607629751
## [106] -2.716237323 0.926875270 2.805225725 -2.119842167 -0.865905807
## [111] 0.344382569 -3.026497415 -0.450609822 -2.465243597 -1.490705409
## [116] 0.681390680 -1.546967403 1.384128648 0.754694686 -3.082632459
## [121] -0.978767549 2.606411451 1.153609902 0.231056358 -3.199665501
## [126] -0.905394166 -0.732753767 -0.679606958 -0.568404817 -1.836459086
## [131] -0.186803474 2.107395794 -0.052366659 1.165019104 -1.194852168
## [136] -2.360029702 1.025396080 -2.852041572 0.273952009 0.187427877
## [141] -0.066868556 -0.531333003 -0.189536246 -1.142685688 -1.304269761
## [146] 1.427895405 0.636259292 0.112448200 -0.885363019 -1.686556827
## [151] 0.023789471 0.090601640 -2.494841320 -0.850126962 1.938874379
## [156] -2.559102957 1.811303611 -2.241553903 -2.316526933 1.721450249
## [161] -0.944745318 -0.686017960 -1.562279037 -0.719722192 -0.530500675
## [166] -0.939091502 2.739182022 1.271162008 -1.067155104 2.309299720
## [171] -0.300852214 -0.478961848 0.635513451 1.059364917 -0.410490015
## [176] 0.628813317 -1.249320295 0.376156998 2.683644032 -1.246118360
## [181] -1.486077235 1.097364445 0.831268559 0.326490982 0.821824776
## [186] 1.513475297 -0.590284349 -0.127602088 -1.440525022 -1.474483197
## [191] -0.091747176 -0.990522099 -0.176857948 2.903892439 0.128860556
## [196] 0.948502104 1.506325710 -4.244086170 0.509268780 -1.013219008
## [201] -1.240855139 -0.695810085 -3.587457699 -0.313585564 -0.795101131
## [206] 0.573031733 -0.790434356 -0.595353766 -0.276070610 -0.365496750
## [211] -1.904137914 -0.473881225 0.287124217 -0.715746320 -2.764352286
## [216] 1.289435005 1.557727012 0.329913925 0.194842053 0.116985337
## [221] -1.091896632 0.134381268 0.401283948 -2.102918603 -1.513310001
## [226] 3.599298433 0.828566752 -0.423659963 -1.121305687 -1.694155381
## [231] 1.666851502 -0.120800000 -0.006832118 0.849262418 -0.975430678
## [236] -0.700901995 2.370535010 0.827258932 -2.177366587 1.687239929
## [241] 1.390924705 0.356058962 -0.179503295 0.097350613 2.871999506
## [246] -1.533693044 -0.527091923 2.857463909 -1.557959229 -1.100839078
## [251] 2.138171006 -1.351592977 0.688105706 1.426421357 -0.264384675
## [256] -0.705780726 -0.124216204 0.798736652 -2.961159116 0.431635310
## [261] -2.979996961 2.618098010 -1.755340761 1.199958487 -1.068847305
## [266] -2.087385513 -1.395267149 -1.907983658 0.464688824 -1.586412193
## [271] 1.922185833 0.200631129 -0.285615798 0.101263817 4.164292312
## [276] -1.340350186 0.358786693 -0.318071564 0.760230995 3.113965215
## [281] 0.701650398 -1.315218673 0.545699467 -1.138582695 1.815980306
## [286] -2.658655638 3.149867224 -0.908073237 -1.007982781 3.151675632
## [291] 3.243030415 0.689490139 1.136767602 -2.372796958 3.067211270
## [296] -0.094175912 1.306196457 0.299712766 -0.869293065 0.645801289
## [301] -0.191018926 -2.071414202 1.561656634 0.228772358 1.740226441
## [306] -1.257994192 1.542170940 -3.451817179 -1.987558996 1.287430897
## [311] 2.498899478 -1.238208092 0.259908107 -0.743644069 0.891100004
## [316] -0.782545826 -0.030574858 -0.983754493 2.858759042 -0.936559079
## [321] -0.571525937 1.769072580 1.758864095 -0.199777259 -1.501020414
## [326] 1.671434549 -1.835982958 -1.070788938 -2.276921725 1.265684457
## [331] -0.084208158 0.649442921 3.384613587 -1.006394197 -1.790287363
## [336] -2.623915016 2.778631296 0.627639737 0.878948568 -0.880567496
## [341] -2.558265766 -2.069444111 0.623997907 -0.530521898 -0.630594009
## [346] 0.141695525 -0.826809688 -0.062608534 0.021286654 0.665872435
## [351] 0.543623779 1.392344895 -0.118699605 0.547145864 1.042465980
## [356] -1.026145575 1.796207519 3.321027463 -2.448693305 0.270661051
## [361] 4.112620088 -2.113659083 3.271365715 -1.088511875 -2.739095436
## [366] 0.289831677 0.378787487 -0.346867081 0.042606935 -0.986424840
## [371] -1.128672505 -3.157812521 -1.746999211 -1.180779337 -3.451042487
## [376] -0.674218542 2.069774553 -2.292082566 0.218560690 -1.808920634
## [381] 1.252504048 4.076216482 2.269769165 -0.064944229 1.157883355
## [386] -1.113972842 -1.021243416 3.493863440 -0.532941102 -1.113884181
## [391] 0.884462756 -1.151915427 -1.205628651 -0.700699839 -1.567939070
## [396] -3.630338685 -1.414968675 0.961687671 2.586324138 -1.476486294
## [401] 1.145599543 2.312906335 0.692113393 0.823163689 0.006082512
## [406] 1.271609475 0.708229787 -2.257624637 -2.498482162 -0.526626918
## [411] -0.421252575 1.638058043 -1.264027917 -1.145319550 -0.033768352
## [416] 0.580018128 -4.017248397 0.112699383 0.621860407 -0.345220652
## [421] -3.768143301 1.430940201 -2.507581178 0.645839522 2.030520193
## [426] -0.695453245 -0.964995267 -1.146057758 0.399662975 -0.959243969
## [431] 0.562771866 -1.706236867 -1.568321646 -3.193740064 0.414261986
## [436] 2.235564720 -0.412567472 -1.594422460 -0.135513549 -1.815633049
## [441] 0.418261517 -0.181635389 0.437185191 -2.989989390 -0.443171594
## [446] 1.884868995 1.318543851 -1.796525934 -0.179949098 -0.843885957
## [451] -1.938659865 -1.385036353 1.155348954 -0.481200315 1.127493530
## [456] 0.393593942 -0.298084377 -3.898760493 1.179500659 -2.969872688
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## [466] -2.706570096 -2.106082631 -0.859262172 -3.305878726 0.451846425
## [471] -0.461768296 -1.147421767 -0.026500395 0.259747267 1.546949914
## [476] -0.955506749 -1.287400362 0.589021690 -1.949141382 1.105195201
## [481] -0.741061357 -0.763491105 1.899871438 3.742781671 2.592463441
## [486] -0.634847133 -1.402093691 -0.923156240 -0.846107033 0.064990924
## [491] 0.753147389 -0.525844703 -1.795476287 -2.675709037 -3.205309132
## [496] 1.591073108 -2.783546998 -0.919981482 1.042884293 -0.445839562
## [501] -1.734952301 2.202448624 0.952814660 -2.285555574 0.902523696
## [506] 0.467472273 -0.909967277 -0.844162023 2.711853392 -1.929480945
## [511] -1.437783851 0.442045965 0.679245064 -1.092100470 -0.277218146
## [516] 0.101102309 -1.195889045 1.629270538 1.475450490 -0.099597810
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## [531] -1.335189481 -1.085985377 0.543938102 -0.940176212 -3.624938206
## [536] 0.820700113 0.785999193 0.879375801 -0.789004378 -0.345227741
## [541] 1.504299972 0.552985046 -0.820972195 -1.311355654 2.907731768
## [546] 1.018142353 -2.922186746 0.436351051 2.341855649 1.193238414
## [551] 3.099543696 -3.135439858 1.189545267 1.785524751 -1.940171313
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## [566] -2.056007110 -0.718707822 1.274151176 -0.644022818 -0.158611561
## [571] -0.412118598 0.517827445 -1.679397588 -0.914462621 -1.477692295
## [576] -2.713364284 -0.618652347 -3.313801594 3.626945926 2.286162790
## [581] -1.748179554 0.948813722 -1.444596441 -0.068916758 2.534719330
## [586] 1.275478300 -3.557080744 3.282891958 -1.080562729 0.670989662
## [591] 3.167307017 -0.534607895 2.084843315 -1.054780328 2.686046649
## [596] 0.445706922 1.581007385 -2.884145349 -1.384253798 1.469884093
## [601] -0.232412960 -0.666706871 -1.683925566 -0.593234555 1.979986188
## [606] 0.092606860 -0.629017521 -1.075289903 -2.563163927 -0.227836686
## [611] 2.239114147 2.698679297 -1.341328388 0.574276993 3.657254590
## [616] -3.803106770 -0.276511490 -0.071122659 -3.029272319 -0.523268788
## [621] 0.096141325 -0.786324834 0.388845025 -1.976208129 -2.434944611
## [626] -2.970566417 -0.461848760 0.577270812 -0.569011328 3.828368136
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## [636] -0.830781142 -1.597136553 1.922744101 0.646519547 0.287987306
## [641] 1.178891313 -1.427328038 -0.617168077 0.059362710 -3.302394350
## [646] 0.103253059 -2.200056214 2.235635381 -0.554450755 -0.394813033
## [651] 3.070284509 -0.607113376 -1.820183270 1.189710941 -1.546951095
## [656] 0.729804049 -0.606595917 -0.067683543 -1.900226204 2.829415198
## [661] 0.065732072 1.443461156 0.332718132 3.069683956 -0.001156077
## [666] 1.680168804 0.806026890 2.298038941 -0.984854872 -0.446151109
## [671] 3.708659987 -0.092841682 0.293064348 2.865640996 -1.391685092
## [676] -0.651301794 2.173874953 -1.600834191 0.653921185 2.600928540
## [681] -1.835807896 0.142542282 -0.228795111 2.697095368 -1.156195070
## [686] -0.603729343 1.312491630 1.439113757 -1.980239449 3.459964094
## [691] -0.150337261 0.689324907 3.361621691 2.789958096 1.773484284
## [696] -1.100193114 -0.647565570 -3.140071548 -1.346500355 -1.715553454
## [701] 2.567328149 1.481543879 2.669834584 3.675383850 3.924205267
## [706] 1.909403895 0.436304247 1.568669349 1.115643150 -0.051382979
## [711] 3.246874040 0.023311405 -0.153370186 0.364114621 2.001161443
## [716] 2.194062325 -1.319589443 -0.651580615 1.832229521 1.032282096
## [721] -1.051747593 -3.613120784 3.616759448 -1.425555092 -0.804593121
## [726] -0.480139688 2.220112403 -1.405765448 3.145811300 1.096471509
## [731] 1.037302305 -0.137607574 0.192533666 -1.722583227 2.252781519
## [736] 2.661135769 -1.686475566 0.432989762 -1.416982482 2.409072012
## [741] -0.089648630 -1.568296307 1.517567731 0.680912001 0.303591958
## [746] -0.975531964 -1.840626893 0.520750945 1.766591150 0.833943513
## [751] -2.791365350 0.368791351 -0.024579545 3.734335817 0.245972945
## [756] 3.080813849 1.913121003 2.527331762 2.615603989 -0.683678129
## [761] -1.814765054 1.754197832 2.513213287 2.702797900 -0.975574003
## [766] -0.384186292 1.319966498 -0.802812442 -0.592882433 -0.277170527
## [771] -1.739934437 -3.159588308 -1.336418086 -2.569766643 -1.392663109
## [776] 2.668562585 2.294223061 1.392933237 4.179593251 -1.865001310
## [781] 3.143424001 0.808610447 2.352498369 -2.228076769 1.001501372
## [786] 2.715876138 2.567782985 -1.494443363 0.690501798 0.667419233
## [791] -0.015964983 2.446191126 2.243930662 -2.386352042 -2.023985378
## [796] -0.860920571 -0.590551838 1.289323393 2.258696260 -1.134200650
## [801] 2.459705779 3.195339969 0.450015356 2.836037023 -1.533829128
## [806] -1.123788623 -0.778022091 -1.470987108 -0.282502129 3.278283502
## [811] -3.284485431 0.951805167 1.870692728 -1.641943752 3.504218938
## [816] -0.208166105 -0.122212787 -0.386183573 -0.023021405 -1.443843812
## [821] 2.599327832 0.325050831 -0.783223925 2.664149108 -2.406973102
## [826] -3.116036878 1.330375838 -1.272013767 0.701625837 2.919235580
## [831] 2.276962698 1.355839818 3.433248576 -0.595767428 -0.535423730
## [836] 1.065241506 3.334744854 2.428652608 -1.103409358 0.059423431
## [841] 2.891867359 1.953878500 1.865716079 -0.916262309 0.208394900
## [846] -0.893893628 2.807604263 -2.099562168 3.723002572 -1.622747354
## [851] 1.340036326 -0.362825225 1.945236166 -0.043751150 -2.424435835
## [856] -1.497538793 3.223642229 -0.206670887 1.459217591 -0.864508705
## [861] 0.519167924 -0.814192255 -0.447413774
##
## $gradient_direction
## [,1]
## [1,] 0.6481881
## [2,] 2.6755250
## [3,] -5.7136806
## [4,] 12.4784083
## [5,] -5.5558332
##
## $PCoA_coordinates
## [,1] [,2] [,3] [,4]
## x10MCx1146 2.335390e-01 2.644326e-01 -0.0822706072 0.0408846837
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## x10MCx1350 -3.856703e-02 1.253411e-01 0.0718077182 -0.1195155724
## x10MCx1390 -3.252480e-01 -4.297364e-02 -0.1433108662 -0.1061252523
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## x14MCx1190 6.599611e-02 1.757364e-01 0.1176500730 0.0344094679
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## x14MCx1302 1.022431e-01 2.214997e-01 0.0584741682 0.0594296758
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## x14MCx1621 2.111624e-01 1.757522e-01 0.0152091009 0.0274469438
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## x14MCx1724 -1.305108e-02 1.740793e-01 0.1144110464 0.0287860944
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## x14MCx1910 1.333824e-01 1.975135e-01 0.0411060373 0.0643604278
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## x14MCx1916 -1.773031e-01 7.627151e-02 -0.0058193678 0.0069766581
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## x14MCx2088 7.620957e-02 2.311716e-01 0.0574436075 -0.0433779015
## x14MCx2162 2.399440e-01 7.594473e-02 0.0817506230 0.0715698131
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## x14MCx2220 4.359088e-02 1.941070e-01 0.1107985699 -0.0312980736
## x14MCx2237 6.667905e-02 -2.944524e-01 0.0834786717 -0.1462946345
## x14MCx2263 3.616772e-01 -1.508711e-01 0.0432994724 -0.0931674147
## x14MCx2269 7.132052e-02 2.568519e-02 0.0805281194 0.0972897673
## x14MCx2325 9.477051e-02 1.554507e-01 0.1157904367 0.1510655285
## x14MCx2355 2.832209e-01 -1.755217e-01 0.1010980753 -0.0850598750
## x14MCx2365 1.048333e-01 1.941285e-01 0.1350144068 0.0225338188
## x14MCx2381 1.907766e-02 1.802892e-01 0.1168329142 -0.0313300526
## x14MCx2393 1.776502e-01 1.450813e-01 0.0006448620 0.1178923049
## x14MCx2420 1.259074e-01 2.451722e-02 0.1075030942 0.2114571894
## x14MCx2429 -2.074051e-02 5.180096e-02 0.1560927152 0.0977051705
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## x14MCx2453 1.498439e-01 -8.101324e-02 0.1054732550 0.1200124135
## x14MCx2468 -2.971139e-02 1.290484e-01 0.1271348319 0.0013253858
## x14MCx2479 1.743930e-01 9.006352e-02 0.1252985633 0.0776641739
## x14MCx2494 -7.185638e-02 1.286105e-01 0.1331775331 -0.0882707668
## x14MCx2498 -2.276328e-01 -3.637513e-02 0.0105667503 -0.0653840121
## x14MCx2510 1.584695e-01 1.681556e-01 -0.0664111973 0.1444802337
## x14MCx2563 -9.577349e-02 1.213395e-01 0.0855233948 -0.1595190137
## x14MCx2587 2.196945e-01 1.277620e-02 0.0913970257 0.0713841437
## x14MCx2601 2.184949e-01 2.136895e-01 -0.4438584387 0.0296356368
## x14MCx2641 -9.455448e-02 1.581050e-01 0.1161023546 -0.1325423977
## x14MCx2645 3.083305e-01 -1.203993e-01 0.0818818472 -0.0639257284
## x14MCx2670 5.027284e-02 4.629939e-02 0.1181161820 0.0707824878
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## x14MCx2741 -8.261894e-02 8.803669e-02 0.1500631430 0.0276799376
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## x14MCx2756 -1.518419e-01 1.217791e-01 0.1054625705 -0.0950864449
## x14MCx2818 1.017151e-01 7.154918e-02 0.0874040947 0.0594413022
## x14MCx2842 4.663289e-01 -2.724991e-01 -0.0980949880 -0.1690583525
## x14MCx2903 1.489858e-01 2.381016e-01 -0.1159298628 0.0141013236
## x14MCx2932 2.476530e-01 3.015777e-01 -0.2513950377 -0.0825325261
## x14MCx2945 2.908241e-01 -2.951825e-01 0.0784943685 -0.1228537615
## x14MCx2961 -5.049936e-02 1.313804e-01 0.1490005358 -0.0286811451
## x14MCx2968 1.965363e-01 1.776735e-01 -0.0160837860 0.1000085309
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## x14MCx2986 -1.255381e-01 9.535763e-02 -0.0174078926 -0.0532952024
## x14MCx3041 2.296124e-02 -3.354335e-01 0.0590144842 -0.1167735594
## x14MCx3050 -6.079373e-02 -3.243375e-01 0.0204327199 0.0427221129
## x14MCx3150 -1.271312e-01 6.597720e-02 0.1302326034 0.0038696642
## x14MCx3229 -1.106142e-02 -8.509077e-02 0.0603500783 0.0373428815
## x14MCx3258 1.598585e-01 -6.302752e-02 0.1260937029 -0.0218588007
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## x14MCx3348 -1.644181e-01 4.227053e-02 0.1036057821 0.0373606417
## x14MCx3378 4.367841e-01 -9.554383e-02 -0.1916816038 -0.0128861975
## x14MCx3397 3.816794e-02 1.319561e-01 0.1089961743 0.0438546258
## x14MCx3405 -4.077838e-03 6.749544e-02 0.0922575832 0.1105429451
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## x20MCx1122 -1.864629e-01 6.606429e-02 0.0816410347 -0.1230104389
## x20MCx1125 -1.173318e-01 -7.742261e-03 0.0436886073 0.1102368815
## x20MCx1181 1.825618e-01 -3.176077e-01 0.0959123374 -0.0753135730
## x20MCx1184 -1.792190e-01 6.128292e-02 0.0712115547 0.0176978964
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## x20MCx1252 3.984498e-01 -2.479758e-01 0.0415254777 0.0079436148
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## x20MCx1278 5.594862e-03 1.688447e-01 0.1315966576 -0.0427842082
## x20MCx1332 -2.277467e-01 3.823510e-02 0.0725435612 -0.0534370150
## x20MCx1366 -5.483655e-02 3.304419e-02 0.1260072707 0.1797433826
## x20MCx1393 1.151222e-01 -1.330640e-01 0.1217769780 0.1268029877
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## x20MCx1478 -2.107713e-01 5.837921e-02 0.0510791940 -0.1078292441
## x20MCx1492 2.985117e-01 -7.158640e-02 0.0072602403 -0.0038083394
## x20MCx1559 -1.588255e-01 2.320173e-02 0.1277538539 0.0798915479
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## x20MCx1634 -1.381112e-01 1.060378e-01 0.0007018628 -0.1520428007
## x20MCx1665 7.811747e-02 6.131107e-02 0.1176740553 0.1497070965
## x20MCx1673 2.928170e-01 -2.739614e-01 0.0200626881 -0.1536212607
## x20MCx1708 -4.530799e-02 7.265573e-02 0.1152971392 0.1892896474
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## x20MCx1734 -9.962424e-02 3.923740e-02 0.1118560456 -0.0869141268
## x20MCx1756 -5.787285e-02 7.434782e-02 0.0947721505 0.1608987152
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## x20MCx1790 -2.952561e-01 -6.094299e-02 -0.0819228205 -0.0732581791
## x20MCx1830 3.586136e-01 -3.742605e-01 0.0324172735 -0.0240948190
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## x20MCx1854 -2.397398e-01 2.434705e-02 -0.0218242578 -0.0866445624
## x20MCx1868 -1.616727e-01 7.854554e-02 0.0663856030 -0.0682880281
## x20MCx1871 3.532367e-01 3.456849e-02 -0.0504464751 0.0985922661
## x20MCx1925 -1.693234e-01 -2.563465e-02 0.0792637534 0.1803699965
## x20MCx1941 -1.297398e-01 1.327048e-01 0.0863425412 -0.0646329405
## x20MCx1959 2.495657e-01 2.599380e-01 -0.2478517873 0.0114990762
## x20MCx1986 -7.219804e-02 -2.810166e-02 0.0705189636 0.0668487745
## x20MCx2000 -3.170716e-01 -5.526644e-02 -0.1189647260 -0.0884392606
## x20MCx2016 5.561222e-02 -8.505905e-04 0.1316242429 0.1225867790
## x20MCx2024 -2.471895e-03 2.527536e-02 0.1260497590 0.1335335491
## x20MCx2039 4.348732e-03 5.383609e-03 0.1126066309 0.0398247156
## x20MCx2085 -3.177707e-01 -4.075648e-02 -0.1272594946 -0.0406577114
## x20MCx2118 -1.568546e-01 3.219224e-03 0.0186659348 -0.0349563962
## x20MCx2119 2.444957e-02 1.175589e-01 0.0770006090 -0.0225099426
## x20MCx2233 3.227248e-02 -1.181512e-01 0.0355151544 0.2711073021
## x20MCx2251 1.438537e-01 2.666120e-01 0.0028225900 -0.1277001281
## x20MCx2265 -2.841826e-01 2.732288e-03 -0.0063867717 -0.1201956469
## x20MCx2307 2.371383e-01 -6.896949e-02 0.0736862322 0.1097872080
## x20MCx2328 2.177707e-01 2.905412e-01 -0.2977641850 -0.0790655472
## x20MCx2344 3.498710e-02 1.359923e-01 0.1322591588 0.0622486121
## x20MCx2351 -2.465272e-01 -2.147494e-02 0.0476669217 0.1010079270
## x20MCx2368 2.677496e-01 2.389202e-01 -0.1377290858 -0.0203003030
## x20MCx2465 -1.868159e-01 -8.735403e-02 -0.0412623695 0.0265828351
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## x20MCx2542 -2.688591e-01 7.913090e-04 -0.0018450061 -0.1143861193
## x20MCx2559 -2.101684e-01 -6.888728e-03 -0.1382798726 -0.1518194291
## x20MCx2581 -3.083530e-01 -8.634418e-02 -0.2763550260 -0.1405268645
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## x20MCx2631 -1.061912e-01 6.986642e-02 0.1415488727 0.0781463846
## x20MCx2634 1.891322e-01 1.370285e-01 -0.0082081473 0.1358451445
## x20MCx2642 3.337622e-02 1.790927e-01 0.1579744930 0.0498869917
## x20MCx2677 1.021741e-01 -1.810769e-03 0.1156015601 0.1493876555
## x20MCx2717 9.145368e-02 -1.579500e-02 0.0856519951 0.1405544481
## x20MCx2745 2.002860e-01 -3.514716e-01 0.0433844242 -0.1963028415
## x20MCx2759 -1.249822e-01 1.835997e-03 0.0944606144 0.0768752973
## x20MCx2761 -2.367134e-01 2.447899e-02 0.0429229073 -0.0442912880
## x20MCx2773 -2.147090e-01 3.480203e-02 0.0588309658 -0.0583213602
## x20MCx2787 -1.284007e-01 1.233573e-02 0.1305388207 0.0584959417
## x20MCx2857 1.003693e-01 -3.457263e-01 0.0719061100 -0.1031336294
## x20MCx2870 -2.060570e-01 1.818393e-03 0.0628473913 0.0153761231
## x20MCx2885 -8.512035e-02 4.323167e-02 0.0681888664 -0.0778850020
## x20MCx2895 1.622137e-01 -2.193100e-02 0.0898401017 0.0223042956
## x20MCx2896 1.985279e-01 -1.984044e-01 0.1245161103 0.0151933307
## x20MCx2929 -3.230248e-01 -5.697446e-02 -0.1457254300 -0.1033297411
## x20MCx2969 -8.853645e-02 1.185653e-01 0.1489864181 0.0314773996
## x20MCx2975 -3.184444e-01 -6.179663e-02 -0.0150814765 -0.0057658873
## x20MCx2988 -1.960330e-01 7.398584e-02 0.0348255887 -0.1546169908
## x20MCx3020 -3.251000e-01 -3.741954e-02 -0.1574028326 -0.1383778758
## x20MCx3044 1.070383e-01 3.609616e-02 0.1016989603 0.0828031582
## x20MCx3048 -1.565891e-01 -3.302774e-02 0.1012547945 0.0368982730
## x20MCx3094 -1.778093e-01 8.467349e-02 0.0260624427 -0.1841533425
## x20MCx3099 -1.825693e-01 -2.515126e-02 0.0734950822 0.1637483217
## x20MCx3108 -2.296382e-01 -1.978558e-02 -0.0479982814 0.0588871265
## x20MCx3119 1.429351e-01 -1.055781e-01 0.1216123510 0.0926627348
## x20MCx3228 -2.527381e-01 -1.598836e-02 -0.0006052921 0.0042921784
## x20MCx3241 -1.279808e-01 5.537628e-02 0.0280362499 0.0131075662
## x20MCx3308 -4.060444e-02 1.036016e-01 0.0969951288 -0.0310605198
## x20MCx3335 -1.268218e-01 8.786063e-02 0.0970549637 0.0243578883
## x20MCx3337 -8.582710e-02 7.173053e-02 0.1397748998 0.1047211203
## x20MCx3402 1.355672e-01 9.001849e-02 0.0332475748 -0.1965073504
## x30MCx1112 -2.325159e-01 -5.072449e-03 -0.0237263046 -0.1118750284
## x30MCx1116 2.902675e-01 -3.304634e-02 -0.0051211665 0.2074648896
## x30MCx1163 1.906845e-01 -7.046817e-02 0.1425949133 0.0770827796
## x30MCx1170 1.024793e-01 1.221360e-01 0.0958660892 -0.0239626873
## x30MCx1172 -2.369191e-01 4.470509e-02 0.0643429160 -0.0748915013
## x30MCx1180 -2.052719e-01 6.035172e-02 0.0214635109 -0.1305295520
## x30MCx1193 2.089019e-01 1.760566e-01 -0.0387394428 0.0714286474
## x30MCx1196 -2.474211e-02 1.631700e-01 0.0671772793 -0.0042866401
## x30MCx1201 2.363130e-01 4.813792e-02 0.1058220997 -0.0214761668
## x30MCx1226 -3.458556e-02 1.541395e-01 0.0900625894 0.0672585852
## x30MCx1235 -1.862868e-01 2.908360e-02 0.1384076839 0.0094566018
## x30MCx1259 1.342519e-01 3.281670e-03 0.1465187791 -0.0357526195
## x30MCx1266 2.787400e-01 2.910456e-01 -0.3505158000 0.0020566926
## x30MCx1270 -6.516632e-02 5.515852e-02 0.1231131410 0.1342867577
## x30MCx1280 2.374984e-02 2.467845e-01 -0.0908591925 -0.2171991814
## x30MCx1308 1.643940e-03 1.354393e-01 0.0804560539 0.1157796476
## x30MCx1314 3.053625e-01 -2.906408e-02 0.0436083242 0.0488591918
## x30MCx1321 3.423755e-01 -3.731098e-02 0.0450312463 -0.0257815316
## x30MCx1335 -6.928009e-03 9.801211e-02 0.1217065279 0.0353906358
## x30MCx1394 -3.223645e-01 -1.164264e-01 -0.1706317569 -0.0448634440
## x30MCx1405 1.674842e-02 8.155119e-02 0.1231676122 0.2592498265
## x30MCx1415 -1.096948e-01 1.770362e-01 0.0555480534 -0.1390978465
## x30MCx1417 -2.748449e-02 1.386972e-01 0.1086704185 -0.0163069670
## x30MCx1451 2.889128e-01 1.527545e-01 -0.0478843122 0.1095582699
## x30MCx1479 1.281719e-01 -3.943469e-01 0.0150549034 0.0641199499
## x30MCx1503 -2.588778e-02 1.506857e-01 0.0755527201 -0.0612882141
## x30MCx1517 -2.811882e-01 -1.057755e-01 -0.1275083750 0.1280940570
## x30MCx1527 1.860117e-01 -2.090354e-01 0.1171154262 -0.0055394192
## x30MCx1556 8.308309e-02 1.701319e-01 0.1155842421 0.0615152047
## x30MCx1566 -3.767370e-02 -3.582652e-03 0.1127300499 0.1823075831
## x30MCx1569 -5.725182e-02 1.523926e-01 0.1198548472 -0.0084103517
## x30MCx1586 -5.440221e-02 1.480947e-01 0.1020223576 -0.0513616657
## x30MCx1592 9.041511e-02 7.378888e-02 0.0533129967 0.0344484056
## x30MCx1597 -8.309879e-02 6.826575e-02 0.1221020522 0.1116268730
## x30MCx1601 2.766259e-01 -2.495105e-01 0.0843018858 -0.1339470788
## x30MCx1611 3.152574e-02 9.328077e-02 0.1282662175 0.1023935583
## x30MCx1618 2.735661e-01 -2.437828e-01 0.0986126739 -0.1339455849
## x30MCx1636 3.678217e-01 1.003041e-01 -0.1408538962 0.0520473649
## x30MCx1637 3.031932e-01 -1.610776e-01 0.0906069471 -0.0936791861
## x30MCx1646 1.481842e-01 1.748230e-01 0.0443514187 0.0952422405
## x30MCx1649 1.353078e-01 2.388921e-01 0.0080763152 -0.1086879597
## x30MCx1664 -1.154780e-01 9.990534e-02 0.1244479319 -0.1129244818
## x30MCx1712 7.195205e-02 1.860916e-01 0.0650316886 -0.0889112657
## x30MCx1722 -1.752530e-01 1.081583e-01 0.0384185657 -0.1705725847
## x30MCx1744 1.411544e-01 1.523280e-01 0.1028451604 0.0065239143
## x30MCx1748 -1.413274e-01 1.037901e-01 0.0969050043 -0.1084947800
## x30MCx1774 3.471204e-01 2.084312e-02 0.0073315129 0.0532804267
## x30MCx1782 2.635868e-01 6.447215e-02 0.0104270455 -0.0568164771
## x30MCx1786 -2.528255e-01 -2.771457e-02 0.0397803299 0.0163727842
## x30MCx1787 3.123856e-02 -6.011144e-02 0.1290970191 0.0949841040
## x30MCx1791 2.437838e-01 1.829665e-01 -0.1621539988 0.1816328271
## x30MCx1792 -5.013561e-02 1.480117e-01 0.0752423348 -0.0752392761
## x30MCx1824 1.000378e-01 8.000783e-02 0.0916405193 0.0821698594
## x30MCx1828 1.303347e-02 2.256550e-01 0.0785550171 -0.0325558330
## x30MCx1860 3.484769e-01 -2.950696e-02 0.0371343303 0.0033586856
## x30MCx1872 1.513578e-01 1.690114e-01 0.0411678354 0.2010479266
## x30MCx1881 -1.459624e-01 -1.191040e-02 0.0920597911 0.1475293738
## x30MCx1911 1.628590e-01 -3.656296e-01 0.0626595421 0.0362740059
## x30MCx1917 -2.004391e-01 -3.334072e-02 0.0457923657 0.1120358036
## x30MCx1966 -8.891912e-02 1.349271e-01 0.1124091262 -0.0557845974
## x30MCx1972 3.745079e-01 -1.822837e-01 -0.0186698489 0.0779959675
## x30MCx1980 2.714189e-01 -2.917134e-01 0.0624722053 -0.1049366298
## x30MCx1993 1.790218e-01 1.241630e-01 0.0247803496 0.1807405039
## x30MCx1996 -1.222723e-01 1.193650e-01 0.0861275521 -0.0701838984
## x30MCx2009 -1.045853e-01 9.733429e-02 0.1176748214 -0.0093025784
## x30MCx2015 2.203671e-01 9.106284e-02 -0.4802589225 0.0485476783
## x30MCx2022 3.287963e-01 1.645109e-01 -0.1271522881 0.1130941085
## x30MCx2041 2.194107e-01 2.925059e-01 -0.0866954067 -0.0388731948
## x30MCx2081 9.338459e-02 2.000781e-01 0.1084983940 0.0802419973
## x30MCx2092 -2.537727e-01 2.448103e-02 0.0011233819 -0.1876133605
## x30MCx2096 -1.391282e-03 5.131731e-02 0.0458422705 0.2184637859
## x30MCx2099 1.179949e-01 1.904283e-01 0.1279724388 0.0364441008
## x30MCx2107 4.520709e-02 1.920329e-01 -0.0089942694 0.0208489441
## x30MCx2131 -2.458451e-01 -5.971953e-02 0.0552281832 0.1093892102
## x30MCx2132 -7.412816e-02 9.979914e-02 0.1158049355 -0.0458647621
## x30MCx2140 2.742047e-01 9.798020e-02 0.0235823330 -0.0162920687
## x30MCx2149 2.204840e-01 4.281019e-02 0.0689803272 -0.0172955889
## x30MCx2158 7.189428e-02 1.561433e-01 0.0574520109 -0.1562120196
## x30MCx2166 2.155773e-01 2.573982e-01 -0.0313544402 0.0602495651
## x30MCx2168 1.451551e-01 3.006079e-01 -0.0674135054 -0.0657528602
## x30MCx2179 -5.486660e-02 -7.697036e-02 0.1181064581 0.2207295692
## x30MCx2183 -9.548706e-02 1.778378e-02 0.1393946769 0.0397239302
## x30MCx2201 2.810248e-02 1.764747e-01 0.0858169213 0.0728368998
## x30MCx2204 2.628063e-01 -3.269132e-01 0.0291113615 -0.1811102634
## x30MCx2206 -2.604507e-01 1.640488e-02 -0.0559010793 -0.1868447669
## x30MCx2257 1.766523e-01 6.911849e-02 0.0979474330 0.0393337906
## x30MCx2281 2.825272e-01 2.341088e-01 -0.1256419969 0.0548468799
## x30MCx2298 7.129112e-02 1.868672e-01 0.0145648341 -0.1120589358
## x30MCx2312 8.298155e-02 2.412445e-01 0.0547446588 -0.0176931616
## x30MCx2316 1.056602e-01 3.071869e-01 0.0168037334 -0.1090205476
## x30MCx2327 7.505014e-02 2.315327e-01 0.0760147708 0.0390328201
## x30MCx2334 1.315778e-02 1.853453e-01 0.1220242570 -0.0234067127
## x30MCx2349 -2.158066e-01 6.064017e-02 0.0467350561 -0.0218647238
## x30MCx2352 -1.932197e-01 6.651722e-02 0.0491252982 -0.0772989021
## x30MCx2353 2.943132e-01 1.292913e-01 -0.0197413474 0.1361073386
## x30MCx2354 -1.427435e-01 4.365101e-02 0.0666986163 -0.0417248318
## x30MCx2363 -3.865429e-02 1.159349e-01 0.0953334978 -0.0176865940
## x30MCx2414 7.252255e-02 1.278881e-01 -0.0272405307 0.1052020478
## x30MCx2415 2.129329e-01 1.092972e-01 0.0664436475 0.0746067083
## x30MCx2423 2.773709e-01 -9.577370e-02 0.1184447939 -0.0104543424
## x30MCx2425 -5.071430e-02 8.195343e-02 0.1176902420 -0.0213809925
## x30MCx2445 2.703672e-01 2.889949e-01 -0.1995957260 0.0029117798
## x30MCx2450 4.828919e-02 -2.771653e-01 0.0732197819 -0.0229279301
## x30MCx2451 -2.552825e-01 6.667631e-02 -0.0805402275 -0.1877009889
## x30MCx2473 -1.337553e-01 8.387677e-02 0.1153338200 -0.1008902584
## x30MCx2480 -2.256422e-02 3.336977e-03 0.0100192991 0.1675261544
## x30MCx2499 -2.523134e-02 1.118333e-01 0.1222036599 0.0538522143
## x30MCx2501 2.250556e-01 -2.137767e-02 0.0911560312 0.0643904631
## x30MCx2529 2.399052e-01 3.480009e-02 -0.0147451435 0.2003264455
## x30MCx2543 -1.342772e-01 7.872417e-02 0.1289919310 -0.0067946122
## x30MCx2568 2.768237e-01 -8.898982e-02 0.1183240451 -0.1165073173
## x30MCx2570 -1.677260e-01 7.403359e-02 0.0815392658 -0.1428362328
## x30MCx2573 1.675106e-01 2.454489e-01 0.0124295604 0.1316339050
## x30MCx2574 -6.570232e-02 1.025134e-01 0.0696658137 0.0631355496
## x30MCx2605 1.216247e-02 7.504488e-02 0.0517444245 0.0484884405
## x30MCx2619 7.887029e-02 1.071419e-01 0.0933375087 -0.0190647903
## x30MCx2654 3.914673e-01 -3.813075e-01 -0.0381424119 -0.1262949982
## x30MCx2661 -1.431410e-02 1.519553e-01 -0.0152408893 -0.1719871274
## x30MCx2662 6.346022e-02 2.330822e-01 0.0748350549 0.0110816770
## x30MCx2675 -4.995307e-03 -7.879553e-02 0.1652629734 0.0424323339
## x30MCx2676 1.032841e-01 7.551560e-02 0.0223770148 -0.0112228003
## x30MCx2700 3.898870e-02 1.876408e-01 0.1358664502 0.0219970588
## x30MCx2708 -2.032723e-01 -1.323016e-02 0.0561313459 0.0110892012
## x30MCx2720 2.178907e-01 2.807789e-01 -0.0770671880 -0.0665478313
## x30MCx2735 -1.700058e-01 7.326941e-02 0.0876739245 0.0097054515
## x30MCx2746 1.330566e-01 1.673697e-01 0.0858403265 0.0928594374
## x30MCx2760 -7.418053e-02 9.640613e-02 0.1424718233 0.0879274735
## x30MCx2770 -6.060830e-02 -1.392671e-01 0.0333123537 0.1830640224
## x30MCx2775 -2.319031e-01 -2.458882e-03 0.0991730750 0.0599641938
## x30MCx2777 5.654503e-02 1.449301e-01 0.1227132624 0.0660763337
## x30MCx2783 1.065241e-01 2.458484e-01 -0.0297181707 -0.0113660869
## x30MCx2790 2.976214e-03 1.596362e-01 0.1498353331 -0.0276839609
## x30MCx2811 1.857455e-01 1.813842e-01 0.0148179229 0.0879778511
## x30MCx2819 2.782877e-01 2.569729e-01 -0.2858310084 0.0738896837
## x30MCx2822 -1.200029e-01 1.353869e-01 0.0388540361 -0.1939878568
## x30MCx2828 1.341340e-03 1.353013e-01 0.0944226910 0.0202439864
## x30MCx2840 3.655762e-01 -4.855756e-02 -0.1830905987 0.1491581465
## x30MCx2881 -8.734583e-02 2.385212e-02 -0.0077082704 -0.2169187007
## x30MCx2909 3.388334e-01 1.641439e-01 -0.1531087070 0.1061843433
## x30MCx2911 -2.064889e-01 6.051201e-02 0.0979191725 -0.0554541163
## x30MCx2920 3.118480e-01 -3.393279e-01 0.0312397245 -0.1023695026
## x30MCx2941 -1.294793e-01 1.597465e-02 0.1105035103 0.1277476241
## x30MCx2954 3.690898e-02 7.692512e-02 0.0741750440 0.0793234445
## x30MCx2966 -2.715984e-02 1.095757e-01 0.1519593999 0.0685886013
## x30MCx2990 -5.657120e-02 5.603704e-02 0.1270188838 0.0941768183
## x30MCx2995 -1.100378e-01 1.657650e-01 0.0772939999 -0.1022658986
## x30MCx3000 -5.671337e-02 7.251937e-02 0.1467388875 -0.0184380346
## x30MCx3017 2.626547e-01 -2.714804e-01 0.0740691062 -0.1636698426
## x30MCx3025 -1.236736e-01 1.222515e-01 -0.0053628227 -0.1769830211
## x30MCx3030 -5.804154e-02 1.019160e-01 0.1413810896 -0.0209452566
## x30MCx3058 2.824576e-01 -3.335505e-01 0.0253228365 -0.1838149190
## x30MCx3061 -1.180793e-01 1.234840e-01 0.0821753729 -0.0595464373
## x30MCx3065 -4.577887e-02 5.237681e-02 0.1090962393 0.2017800014
## x30MCx3070 -2.385152e-01 6.408121e-02 0.0369217316 -0.1797716754
## x30MCx3083 1.806799e-01 1.144123e-01 0.0163032686 -0.0080915902
## x30MCx3086 -1.548995e-01 9.031357e-02 0.1190892368 -0.0907428427
## x30MCx3091 1.688718e-02 1.587074e-01 0.1008270060 0.0869206046
## x30MCx3100 2.130051e-01 1.372755e-01 -0.0567699435 0.2226014309
## x30MCx3103 2.458461e-01 2.246567e-01 -0.1481598308 0.0709973190
## x30MCx3118 3.378027e-02 2.449123e-01 0.0217601447 -0.0683786918
## x30MCx3128 2.016360e-01 1.330127e-01 -0.0554602953 -0.0064214150
## x30MCx3140 -2.062019e-02 2.484146e-02 0.0550703659 -0.1508432415
## x30MCx3152 -1.971587e-01 4.596662e-02 0.0714835315 -0.0467280853
## x30MCx3160 3.163260e-01 1.074531e-01 -0.4530619410 0.0322573742
## x30MCx3171 -1.797017e-01 2.934829e-03 0.0762340998 0.0357455003
## x30MCx3180 -4.522942e-02 1.340218e-01 0.1608139947 -0.0257652928
## x30MCx3183 1.483789e-01 1.551451e-01 0.0456890299 0.0882711319
## x30MCx3214 -1.546826e-01 9.374890e-02 0.0852720578 -0.0925626451
## x30MCx3221 -1.372912e-01 3.595178e-02 0.1256223073 -0.0207845969
## x30MCx3237 -4.203506e-02 1.136766e-01 0.1069604178 -0.0074338496
## x30MCx3240 3.833268e-01 -3.051677e-01 -0.0324100252 -0.1041891455
## x30MCx3243 2.890840e-01 -3.315231e-01 0.0060491800 -0.1936659977
## x30MCx3263 -1.616404e-01 4.186377e-02 -0.0201109759 -0.1002145674
## x30MCx3291 1.182554e-01 1.679735e-01 0.0853078171 0.0788619319
## x30MCx3314 2.372268e-01 2.135888e-01 -0.4487091040 0.0163933189
## x30MCx3340 4.563748e-02 1.818348e-01 0.0938475132 -0.0567998445
## x30MCx3345 1.696644e-01 9.512596e-02 0.0897249550 0.0393707437
## x30MCx3366 4.328523e-03 5.639677e-02 0.1243854599 0.1823800224
## x30MCx3369 3.404575e-01 1.304667e-01 -0.0679829636 -0.0746014755
## x30MCx3375 -2.170751e-01 1.862799e-02 0.0460082741 0.0442471761
## x30MCx3376 -3.172396e-03 1.270457e-01 0.1579557030 0.0693563314
## x30MCx3379 -1.712746e-01 -2.690364e-02 0.0991714910 0.1883062500
## x30MCx3384 3.700006e-01 -1.540177e-01 -0.0045992242 -0.0099861209
## x30MCx3414 3.079596e-01 -2.300821e-01 0.0998128733 -0.1008949540
## x10MCx1135 2.804942e-01 -3.852157e-01 0.0067833530 -0.0951684701
## x10MCx1140 -1.890830e-01 1.533754e-02 0.0586077936 0.0061660660
## x10MCx1144 -2.382416e-01 -6.248317e-02 -0.2602923763 -0.1657877148
## x10MCx1155 3.558044e-01 -1.372797e-01 -0.0758658498 0.0231727356
## x10MCx1165 -1.635378e-01 -1.197450e-02 0.0712086711 -0.0210353857
## x10MCx1208 -2.500281e-01 -3.136612e-02 -0.0056581204 -0.0715635217
## x10MCx1229 -2.708849e-01 -1.238351e-01 -0.1546265780 -0.0391297607
## x10MCx1256 -7.868504e-02 -2.539944e-02 0.0998063235 0.1239871499
## x10MCx1273 1.946780e-01 -3.097122e-01 0.0518674179 -0.2057320512
## x10MCx1291 -8.104893e-02 7.337939e-02 0.0608501020 -0.0166156288
## x10MCx1318 -1.715361e-01 -1.630772e-03 0.0727976037 0.1033008543
## x10MCx1330 -2.673864e-01 -3.226739e-02 -0.0606045350 -0.0486025132
## x10MCx1333 1.771550e-01 -3.162621e-01 0.0704680944 -0.1721837888
## x10MCx1344 2.457982e-02 1.746902e-02 0.0666876502 0.1461359773
## x10MCx1365 1.257999e-02 2.065888e-01 0.0531185134 -0.1715337663
## x10MCx1395 1.126179e-01 -1.015521e-02 0.1297041410 0.0768413394
## x10MCx1414 9.192657e-02 6.222048e-02 0.0601123772 0.1577938685
## x10MCx1431 -3.126357e-01 -4.630680e-02 -0.2426343505 -0.1819132015
## x10MCx1450 -2.179782e-01 -1.156247e-02 0.1098181552 0.0100242171
## x10MCx1494 -2.486738e-01 -5.155296e-02 -0.0066658702 -0.0497685632
## x10MCx1530 -3.089598e-01 -1.122816e-01 -0.1197870438 0.0045704441
## x10MCx1625 1.133863e-02 -1.615945e-01 0.0548321011 -0.0847965048
## x10MCx1633 7.164293e-02 -3.119141e-02 0.0858381693 0.0494425053
## x10MCx1643 -1.349001e-01 5.043120e-02 0.0246319757 -0.1116604182
## x10MCx1668 -3.081016e-01 -3.189682e-02 -0.0387368324 -0.1335954299
## x10MCx1678 1.092009e-02 -2.206507e-01 0.0695038753 -0.1925008428
## x10MCx1685 -1.926132e-03 -1.580748e-02 0.1224217525 0.0530718274
## x10MCx1755 2.725495e-01 2.433166e-01 -0.3821807191 0.0012673338
## x10MCx1778 -2.643129e-02 1.129265e-01 0.1549181335 0.0383290300
## x10MCx1785 -2.810188e-01 -4.552354e-02 -0.1069341476 -0.1481249684
## x10MCx1859 -2.505085e-01 -2.145178e-02 -0.1475603541 -0.1082561295
## x10MCx1877 1.962233e-01 -2.564874e-01 0.0981879393 -0.0247445009
## x10MCx1906 -2.140737e-01 -1.127015e-01 -0.0431727987 0.0269034419
## x10MCx1946 -1.784832e-01 3.138942e-02 0.0293379464 -0.0425498378
## x10MCx2003 6.009677e-02 1.364710e-02 0.0854424792 0.0201802699
## x10MCx2012 -8.008595e-02 1.951827e-01 -0.0745598626 -0.2963182059
## x10MCx2028 -1.090322e-01 2.115474e-02 0.1336356919 0.0553608873
## x10MCx2032 -1.809955e-01 -7.232845e-02 -0.2045355035 0.0356947766
## x10MCx2046 2.513138e-01 2.722956e-01 -0.1671661889 -0.0192277084
## x10MCx2060 2.614238e-01 -1.686414e-01 0.1301913323 -0.0730137648
## x10MCx2070 -1.464475e-01 1.544866e-02 0.0800234806 0.0333850791
## x10MCx2157 -1.882281e-01 -8.531308e-03 0.0243836429 -0.0751399329
## x10MCx2169 -1.707997e-01 2.823173e-02 0.0657238393 -0.0922892406
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## x30MCx1930 3.203566e-02 4.660538e-02 0.0886709188 0.1352087368
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## x30MCx2075 -1.620714e-01 3.713678e-02 0.1112920745 0.0153618661
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## [,5]
## x10MCx1146 0.0230325821
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## x12MCx1642 -0.1463826724
## x12MCx1651 -0.1124993726
## x12MCx1652 -0.0063439622
## x12MCx1672 0.0324972564
## x12MCx1719 0.1208125503
## x12MCx1738 0.0736762685
## x12MCx1749 -0.0257214562
## x12MCx1771 0.0215071842
## x12MCx1788 -0.0062399681
## x12MCx1836 -0.0886220570
## x12MCx1869 -0.0337035022
## x12MCx1886 -0.0033829532
## x12MCx1893 0.0357136956
## x12MCx1895 -0.0863262917
## x12MCx1903 -0.0333649816
## x12MCx1909 -0.0688142065
## x12MCx1922 -0.0704515592
## x12MCx1988 0.0292315159
## x12MCx2002 0.1317171252
## x12MCx2109 0.1023090687
## x12MCx2111 -0.0038284437
## x12MCx2136 -0.0516870121
## x12MCx2185 0.1083551370
## x12MCx2202 0.1017305535
## x12MCx2212 0.1387854902
## x12MCx2259 -0.0419964947
## x12MCx2285 0.0914894721
## x12MCx2291 0.0587508611
## x12MCx2317 -0.0614850541
## x12MCx2321 0.0774519795
## x12MCx2323 -0.1630379785
## x12MCx2347 0.0587474736
## x12MCx2380 0.1685647637
## x12MCx2447 0.1356983943
## x12MCx2454 0.0625156367
## x12MCx2489 0.0556860357
## x12MCx2496 0.0485651651
## x12MCx2522 -0.0589938945
## x12MCx2530 -0.0554802320
## x12MCx2576 0.0738345330
## x12MCx2667 -0.1157054659
## x12MCx2701 0.0957922704
## x12MCx2736 -0.0258181470
## x12MCx2763 0.0139306326
## x12MCx2778 0.0565947314
## x12MCx2798 0.1148342628
## x12MCx2849 -0.0240759486
## x12MCx2993 -0.1245906284
## x12MCx3006 -0.0222401009
## x12MCx3026 -0.1504893498
## x12MCx3046 -0.0401025959
## x12MCx3072 -0.0544035374
## x12MCx3082 -0.2060042977
## x12MCx3113 -0.0603508744
## x12MCx3117 -0.0713444441
## x12MCx3125 -0.2199241360
## x12MCx3230 0.1089242221
## x12MCx3272 -0.0410569335
## x12MCx3309 0.1102689744
## x12MCx3333 -0.0613543093
## x12MCx3342 0.0197063889
## x12MCx3344 0.0662121207
## x12MCx3380 0.0918184725
## x12MCx3392 -0.0705768860
## x12MCx3424 -0.0052875772
## x13MCx1175 0.0234137882
## x13MCx1231 0.0291268721
## x13MCx1299 -0.0608656399
## x13MCx1419 -0.0065076871
## x13MCx1506 -0.0498546732
## x13MCx1608 0.0164898156
## x13MCx1783 -0.0550067944
## x13MCx1887 -0.0665756559
## x13MCx2071 0.0151770207
## x13MCx2129 0.1126246633
## x13MCx2229 -0.0584958963
## x13MCx2582 -0.0398918173
## x13MCx3092 0.0871758184
## x13MCx3274 -0.0052903685
## x13MCx3399 -0.0242460322
## x14MCx1338 0.0059732039
## x14MCx1407 -0.0254555481
## x14MCx2102 0.1295519979
## x14MCx2548 0.0007880420
## x14MCx2875 0.0621910136
## x30MCx1130 0.0433500742
## x30MCx1137 -0.1730373988
## x30MCx1139 0.0715513689
## x30MCx1169 0.0547095796
## x30MCx1183 -0.1059561191
## x30MCx1188 -0.0142406750
## x30MCx1195 -0.0686346791
## x30MCx1197 0.0846870233
## x30MCx1199 -0.0187684356
## x30MCx1204 -0.0205073426
## x30MCx1210 -0.0108998875
## x30MCx1214 0.0525950937
## x30MCx1217 0.0075273682
## x30MCx1248 -0.0710478982
## x30MCx1253 0.0858747510
## x30MCx1262 0.0561280890
## x30MCx1271 -0.1573070645
## x30MCx1276 0.0811701189
## x30MCx1293 0.1199214228
## x30MCx1296 -0.0029442383
## x30MCx1312 0.0647307547
## x30MCx1331 -0.0856828831
## x30MCx1346 0.1208790040
## x30MCx1358 -0.0991656947
## x30MCx1370 -0.0870305044
## x30MCx1371 0.0232437340
## x30MCx1372 0.0174770711
## x30MCx1380 0.1220926503
## x30MCx1400 -0.1278355788
## x30MCx1401 -0.0151144592
## x30MCx1406 0.0005065483
## x30MCx1423 -0.0005387488
## x30MCx1425 0.0987115190
## x30MCx1430 -0.0372158072
## x30MCx1449 0.0502641300
## x30MCx1452 -0.0325120925
## x30MCx1461 0.1800823055
## x30MCx1474 -0.0557888013
## x30MCx1477 -0.0201444858
## x30MCx1509 0.0227873637
## x30MCx1522 -0.0185222754
## x30MCx1524 -0.1056157230
## x30MCx1525 0.0365487868
## x30MCx1544 0.1249338022
## x30MCx1554 -0.0778258138
## x30MCx1573 -0.1024489912
## x30MCx1575 -0.0608595885
## x30MCx1590 0.1380461075
## x30MCx1594 -0.1018052919
## x30MCx1607 -0.1442679797
## x30MCx1609 0.0163531265
## x30MCx1644 0.0152955339
## x30MCx1662 -0.0027336768
## x30MCx1674 0.0070623248
## x30MCx1682 0.0034019306
## x30MCx1683 0.0884832363
## x30MCx1686 0.0549854106
## x30MCx1688 -0.0365498680
## x30MCx1691 -0.0219958945
## x30MCx1696 -0.0546310059
## x30MCx1701 0.1289513034
## x30MCx1707 -0.0166186196
## x30MCx1741 -0.0645391439
## x30MCx1750 0.0060262975
## x30MCx1754 0.0676680936
## x30MCx1761 -0.1280171222
## x30MCx1762 -0.0924490611
## x30MCx1765 -0.0370824602
## x30MCx1767 0.0101734899
## x30MCx1779 -0.0059672246
## x30MCx1796 -0.0044706897
## x30MCx1813 0.0436389609
## x30MCx1832 0.0438623484
## x30MCx1838 0.0826219404
## x30MCx1840 0.1041781838
## x30MCx1851 -0.0306961400
## x30MCx1852 -0.0706248965
## x30MCx1856 -0.0019481123
## x30MCx1885 -0.0141305557
## x30MCx1902 -0.0178684017
## x30MCx1919 0.0780859451
## x30MCx1924 0.1384999886
## x30MCx1930 0.0378644117
## x30MCx1935 -0.1123819177
## x30MCx1938 0.1421164126
## x30MCx1942 0.0384667988
## x30MCx1956 -0.1917105442
## x30MCx1957 0.1164808002
## x30MCx1969 -0.0536994401
## x30MCx1975 -0.1786784184
## x30MCx1976 0.0974748409
## x30MCx1987 0.2043189302
## x30MCx1990 -0.0135190660
## x30MCx2004 -0.2017932386
## x30MCx2020 0.0484364252
## x30MCx2023 0.0889520331
## x30MCx2052 0.0053375906
## x30MCx2065 0.0874359214
## x30MCx2075 0.0638437222
## x30MCx2080 -0.0112113724
## x30MCx2082 -0.0512217649
## x30MCx2089 -0.0692031487
## x30MCx2116 0.1406107250
## x30MCx2121 -0.0074040463
## x30MCx2128 0.0765499064
## x30MCx2137 0.0173913050
## x30MCx2154 0.0598010565
## x30MCx2156 0.0096754796
## x30MCx2164 0.0705771482
## x30MCx2165 0.0479561462
## x30MCx2180 0.0356415073
## x30MCx2181 -0.1197554574
## x30MCx2197 0.0273034277
## x30MCx2222 -0.0457193892
## x30MCx2226 -0.0279243020
## x30MCx2241 0.0818647202
## x30MCx2255 -0.0387509744
## x30MCx2261 0.1311583731
## x30MCx2280 -0.0328187536
## x30MCx2296 0.1451752342
## x30MCx2303 -0.0586278499
## x30MCx2308 0.0461119760
## x30MCx2314 -0.0882122899
## x30MCx2318 -0.1137184448
## x30MCx2364 0.0540517853
## x30MCx2369 0.1325626216
## x30MCx2394 -0.1863644697
## x30MCx2403 -0.0058687369
## x30MCx2410 0.0437113015
## x30MCx2418 0.1664029283
## x30MCx2432 -0.1306229641
## x30MCx2434 0.0719124696
## x30MCx2488 -0.0438306274
## x30MCx2512 -0.0508378524
## x30MCx2515 -0.0137820757
## x30MCx2516 -0.1600155858
## x30MCx2532 0.0001059233
## x30MCx2549 -0.0525178695
## x30MCx2554 0.0103670347
## x30MCx2558 0.0205473648
## x30MCx2567 0.0963077988
## x30MCx2584 0.0330154752
## x30MCx2586 0.0985196129
## x30MCx2592 0.0974514055
## x30MCx2595 0.0334242553
## x30MCx2618 0.0244877647
## x30MCx2648 -0.0552964545
## x30MCx2656 0.0285097278
## x30MCx2671 -0.0882558155
## x30MCx2684 -0.1210553082
## x30MCx2690 0.1133869767
## x30MCx2715 -0.0441366436
## x30MCx2719 0.1309721251
## x30MCx2723 0.0463786609
## x30MCx2724 -0.0032557175
## x30MCx2727 -0.0629921016
## x30MCx2731 0.1882757252
## x30MCx2774 0.1678301928
## x30MCx2780 0.0491828116
## x30MCx2785 -0.0801547188
## x30MCx2788 0.0351008179
## x30MCx2792 -0.0080767752
## x30MCx2836 -0.1640342620
## x30MCx2837 0.1450747776
## x30MCx2855 0.0747575761
## x30MCx2871 0.0325528359
## x30MCx2890 -0.0803043102
## x30MCx2898 0.0068772353
## x30MCx2935 0.0416440514
## x30MCx2940 -0.1270963712
## x30MCx2944 0.1434105279
## x30MCx2953 -0.0588198889
## x30MCx2956 -0.0048730929
## x30MCx2958 0.0682753889
## x30MCx2970 -0.0466191684
## x30MCx2974 0.0615508833
## x30MCx2977 -0.2065179411
## x30MCx2982 0.1120075060
## x30MCx2983 -0.0425467393
## x30MCx3003 -0.0562771809
## x30MCx3007 0.1025109280
## x30MCx3015 0.0646329747
## x30MCx3018 -0.0483933802
## x30MCx3038 -0.0568814471
## x30MCx3045 0.0884206553
## x30MCx3053 0.1727159062
## x30MCx3064 0.0002883757
## x30MCx3066 0.0440561021
## x30MCx3087 0.0677569181
## x30MCx3120 0.0439306927
## x30MCx3131 -0.0702221841
## x30MCx3137 0.0120565393
## x30MCx3143 -0.1289596220
## x30MCx3147 -0.0464375344
## x30MCx3154 -0.0455718121
## x30MCx3155 0.0393896315
## x30MCx3161 0.0565304014
## x30MCx3186 0.0445885528
## x30MCx3187 0.0622811576
## x30MCx3203 0.1433267972
## x30MCx3208 -0.0526562406
## x30MCx3215 0.1117337765
## x30MCx3220 -0.0137698369
## x30MCx3225 -0.0070201983
## x30MCx3244 -0.0209581333
## x30MCx3249 0.0333427548
## x30MCx3256 -0.0600838895
## x30MCx3259 -0.0546726241
## x30MCx3260 -0.0730396832
## x30MCx3270 0.0312218134
## x30MCx3279 0.0836207158
## x30MCx3285 -0.1619798635
## x30MCx3297 -0.0863625650
## x30MCx3305 -0.0422144266
## x30MCx3353 0.1688539705
## x30MCx3360 -0.1442027617
## x30MCx3367 -0.0348649565
## x30MCx3372 0.1692845866
## x30MCx3382 0.0232900036
## x30MCx1731 0.0464763463
## x30MCx2868 -0.0674331418
## x30MCx3184 0.0311122804
## x10MCx1626 -0.0389629535
## x10MCx2535 0.1284911985
## x12MCx1124 -0.0442745147
## x12MCx1288 -0.1351849247
## x12MCx1361 -0.1022660409
## x12MCx1413 -0.0173978016
## x12MCx1528 0.0241638476
## x12MCx1700 -0.0503927110
## x12MCx1743 -0.0939252314
## x12MCx2383 -0.0695764297
## x12MCx2466 0.0326348339
## x12MCx2493 -0.0346958220
## x12MCx2938 -0.1620486762
## x12MCx2996 -0.0830577949
## x12MCx3165 -0.1258902553
##
## $adjusted_R2
## [1] 0.02197768
##
## $p_value
## value
## 0.0002102734
##
## $plot
##
## $variance_explained
## [1] 1.316463e-01 8.791782e-02 6.070580e-02 4.061210e-02 2.252611e-02
## [6] 2.104784e-02 1.843789e-02 1.656696e-02 1.458388e-02 1.454809e-02
## [11] 1.352907e-02 1.197837e-02 1.178440e-02 1.089292e-02 1.069403e-02
## [16] 9.496000e-03 9.238972e-03 8.624055e-03 8.477190e-03 8.136118e-03
## [21] 7.900684e-03 7.544680e-03 7.041813e-03 7.020106e-03 6.950051e-03
## [26] 6.779097e-03 6.458609e-03 6.284013e-03 6.093493e-03 5.989312e-03
## [31] 5.871947e-03 5.656821e-03 5.505055e-03 5.409516e-03 5.205504e-03
## [36] 5.130508e-03 5.054828e-03 4.921216e-03 4.848814e-03 4.775938e-03
## [41] 4.744052e-03 4.558359e-03 4.435329e-03 4.419319e-03 4.284471e-03
## [46] 4.253288e-03 4.203619e-03 4.135987e-03 3.978370e-03 3.888048e-03
## [51] 3.830749e-03 3.722777e-03 3.707220e-03 3.595947e-03 3.477473e-03
## [56] 3.393218e-03 3.372234e-03 3.313880e-03 3.300356e-03 3.297457e-03
## [61] 3.204515e-03 3.187645e-03 3.146543e-03 3.046335e-03 3.029572e-03
## [66] 2.948711e-03 2.869752e-03 2.846201e-03 2.798054e-03 2.761581e-03
## [71] 2.711156e-03 2.694204e-03 2.678416e-03 2.619781e-03 2.590089e-03
## [76] 2.576533e-03 2.556955e-03 2.517792e-03 2.482387e-03 2.465253e-03
## [81] 2.391454e-03 2.380467e-03 2.349603e-03 2.317591e-03 2.292993e-03
## [86] 2.244432e-03 2.201246e-03 2.176237e-03 2.137539e-03 2.114898e-03
## [91] 2.102209e-03 2.086447e-03 2.045495e-03 2.018132e-03 2.015043e-03
## [96] 1.984255e-03 1.972571e-03 1.959399e-03 1.930837e-03 1.911272e-03
## [101] 1.867467e-03 1.866874e-03 1.844323e-03 1.816399e-03 1.800079e-03
## [106] 1.794235e-03 1.742653e-03 1.725208e-03 1.699920e-03 1.679066e-03
## [111] 1.668199e-03 1.654922e-03 1.632481e-03 1.630984e-03 1.616888e-03
## [116] 1.599127e-03 1.566123e-03 1.555522e-03 1.548914e-03 1.521242e-03
## [121] 1.504874e-03 1.477656e-03 1.471679e-03 1.449708e-03 1.434238e-03
## [126] 1.417569e-03 1.410139e-03 1.395020e-03 1.381305e-03 1.372304e-03
## [131] 1.357228e-03 1.345661e-03 1.323643e-03 1.302438e-03 1.296984e-03
## [136] 1.279335e-03 1.267428e-03 1.257562e-03 1.252753e-03 1.250548e-03
## [141] 1.242068e-03 1.233749e-03 1.217592e-03 1.204891e-03 1.190306e-03
## [146] 1.171906e-03 1.162203e-03 1.152628e-03 1.142062e-03 1.134062e-03
## [151] 1.120080e-03 1.107951e-03 1.095032e-03 1.090764e-03 1.082744e-03
## [156] 1.077073e-03 1.071806e-03 1.057155e-03 1.043707e-03 1.034459e-03
## [161] 1.017839e-03 1.007814e-03 9.948641e-04 9.836269e-04 9.792509e-04
## [166] 9.692401e-04 9.593030e-04 9.458579e-04 9.418379e-04 9.291078e-04
## [171] 9.204749e-04 9.192496e-04 9.079515e-04 8.945400e-04 8.878028e-04
## [176] 8.697727e-04 8.678683e-04 8.593510e-04 8.528763e-04 8.472761e-04
## [181] 8.405422e-04 8.364890e-04 8.225029e-04 8.178495e-04 8.072307e-04
## [186] 8.037636e-04 7.990687e-04 7.922065e-04 7.792900e-04 7.698277e-04
## [191] 7.651688e-04 7.557323e-04 7.451649e-04 7.431701e-04 7.393398e-04
## [196] 7.339185e-04 7.247650e-04 7.117815e-04 7.085448e-04 6.996245e-04
## [201] 6.956164e-04 6.868622e-04 6.803528e-04 6.738690e-04 6.696737e-04
## [206] 6.651871e-04 6.585888e-04 6.535347e-04 6.469682e-04 6.401394e-04
## [211] 6.344943e-04 6.265144e-04 6.258325e-04 6.176981e-04 6.126608e-04
## [216] 6.065525e-04 6.008929e-04 5.909415e-04 5.884977e-04 5.775983e-04
## [221] 5.723022e-04 5.659442e-04 5.634895e-04 5.573741e-04 5.509255e-04
## [226] 5.493267e-04 5.422943e-04 5.404386e-04 5.345800e-04 5.301037e-04
## [231] 5.242284e-04 5.217900e-04 5.124943e-04 5.085261e-04 4.993541e-04
## [236] 4.942121e-04 4.915683e-04 4.845352e-04 4.817210e-04 4.741649e-04
## [241] 4.672686e-04 4.633144e-04 4.607932e-04 4.587590e-04 4.518405e-04
## [246] 4.489611e-04 4.473554e-04 4.415630e-04 4.304780e-04 4.245584e-04
## [251] 4.216308e-04 4.195477e-04 4.135378e-04 4.129701e-04 4.077862e-04
## [256] 4.061885e-04 3.972653e-04 3.906004e-04 3.862412e-04 3.836655e-04
## [261] 3.802945e-04 3.760241e-04 3.728518e-04 3.647448e-04 3.637860e-04
## [266] 3.624120e-04 3.551893e-04 3.519662e-04 3.478858e-04 3.423929e-04
## [271] 3.397890e-04 3.372576e-04 3.301917e-04 3.280967e-04 3.249449e-04
## [276] 3.236946e-04 3.189856e-04 3.166193e-04 3.089481e-04 3.046247e-04
## [281] 3.030005e-04 3.018005e-04 3.012218e-04 2.930320e-04 2.918016e-04
## [286] 2.891901e-04 2.837885e-04 2.811630e-04 2.768542e-04 2.744377e-04
## [291] 2.699204e-04 2.665156e-04 2.620827e-04 2.593953e-04 2.579130e-04
## [296] 2.518968e-04 2.488487e-04 2.453290e-04 2.419554e-04 2.376325e-04
## [301] 2.357410e-04 2.338942e-04 2.272621e-04 2.245786e-04 2.183855e-04
## [306] 2.164432e-04 2.115597e-04 2.113121e-04 2.056919e-04 2.040437e-04
## [311] 2.027865e-04 2.004940e-04 1.986627e-04 1.957481e-04 1.926406e-04
## [316] 1.882846e-04 1.872123e-04 1.822859e-04 1.795174e-04 1.746086e-04
## [321] 1.734957e-04 1.714620e-04 1.685460e-04 1.651738e-04 1.616421e-04
## [326] 1.577175e-04 1.550198e-04 1.544488e-04 1.532046e-04 1.489849e-04
## [331] 1.445931e-04 1.434212e-04 1.408367e-04 1.386853e-04 1.378187e-04
## [336] 1.334880e-04 1.304580e-04 1.279531e-04 1.272370e-04 1.215714e-04
## [341] 1.172695e-04 1.160320e-04 1.144858e-04 1.141234e-04 1.100192e-04
## [346] 1.077767e-04 1.046630e-04 1.002115e-04 9.876728e-05 9.579260e-05
## [351] 9.210136e-05 8.811261e-05 8.671104e-05 8.374312e-05 8.288510e-05
## [356] 8.056270e-05 7.775032e-05 7.615514e-05 7.584420e-05 7.277204e-05
## [361] 7.185246e-05 6.802301e-05 6.426648e-05 6.305503e-05 6.095492e-05
## [366] 5.943770e-05 5.546325e-05 5.401489e-05 5.348083e-05 4.889010e-05
## [371] 4.794031e-05 4.641037e-05 4.281561e-05 3.971127e-05 3.814856e-05
## [376] 3.584652e-05 3.559515e-05 3.061955e-05 2.993955e-05 2.695095e-05
## [381] 2.477291e-05 2.449526e-05 2.188632e-05 2.073269e-05 1.915050e-05
## [386] 1.517452e-05 1.325450e-05 1.257215e-05 1.175821e-05 8.714046e-06
## [391] 6.633354e-06 4.210821e-06 1.449036e-06 -1.731158e-17 -7.670623e-07
## [396] -2.140631e-06 -4.351862e-06 -6.191374e-06 -7.439289e-06 -9.184679e-06
## [401] -1.198049e-05 -1.353064e-05 -1.415536e-05 -1.652300e-05 -1.723636e-05
## [406] -1.812887e-05 -1.910567e-05 -2.000013e-05 -2.514817e-05 -2.755679e-05
## [411] -2.982977e-05 -3.207926e-05 -3.349379e-05 -3.591842e-05 -3.640661e-05
## [416] -3.662875e-05 -3.897209e-05 -3.970581e-05 -4.226908e-05 -4.352428e-05
## [421] -4.540872e-05 -4.641150e-05 -4.916225e-05 -5.093794e-05 -5.338964e-05
## [426] -5.488062e-05 -5.518233e-05 -5.670434e-05 -5.826558e-05 -6.141662e-05
## [431] -6.225227e-05 -6.387754e-05 -6.591279e-05 -6.645496e-05 -6.898855e-05
## [436] -7.148055e-05 -7.209962e-05 -7.349996e-05 -7.448065e-05 -7.604767e-05
## [441] -7.621573e-05 -7.792249e-05 -8.080872e-05 -8.395162e-05 -8.443471e-05
## [446] -8.652501e-05 -8.789373e-05 -8.912552e-05 -9.033894e-05 -9.150096e-05
## [451] -9.326826e-05 -9.544376e-05 -9.591623e-05 -9.705363e-05 -9.933619e-05
## [456] -1.003560e-04 -1.011467e-04 -1.015517e-04 -1.052177e-04 -1.068305e-04
## [461] -1.073337e-04 -1.086136e-04 -1.092110e-04 -1.116826e-04 -1.128922e-04
## [466] -1.145188e-04 -1.177508e-04 -1.182268e-04 -1.188420e-04 -1.210009e-04
## [471] -1.212389e-04 -1.226489e-04 -1.240949e-04 -1.246841e-04 -1.274300e-04
## [476] -1.281634e-04 -1.305374e-04 -1.314300e-04 -1.328645e-04 -1.336003e-04
## [481] -1.360338e-04 -1.366718e-04 -1.382849e-04 -1.395493e-04 -1.400993e-04
## [486] -1.414987e-04 -1.422691e-04 -1.437184e-04 -1.449773e-04 -1.459808e-04
## [491] -1.476558e-04 -1.482265e-04 -1.505624e-04 -1.528561e-04 -1.541011e-04
## [496] -1.551525e-04 -1.557908e-04 -1.580862e-04 -1.599142e-04 -1.602860e-04
## [501] -1.611562e-04 -1.615163e-04 -1.629027e-04 -1.650273e-04 -1.654091e-04
## [506] -1.670133e-04 -1.686964e-04 -1.699660e-04 -1.702506e-04 -1.725799e-04
## [511] -1.730880e-04 -1.738738e-04 -1.763154e-04 -1.771231e-04 -1.778245e-04
## [516] -1.786411e-04 -1.807572e-04 -1.811836e-04 -1.825610e-04 -1.837709e-04
## [521] -1.854274e-04 -1.867762e-04 -1.871517e-04 -1.886175e-04 -1.886847e-04
## [526] -1.908429e-04 -1.912135e-04 -1.933125e-04 -1.951670e-04 -1.960588e-04
## [531] -1.971499e-04 -1.973527e-04 -1.994235e-04 -2.001224e-04 -2.013066e-04
## [536] -2.015026e-04 -2.028494e-04 -2.036928e-04 -2.052210e-04 -2.061049e-04
## [541] -2.068377e-04 -2.083977e-04 -2.089547e-04 -2.096927e-04 -2.120559e-04
## [546] -2.123273e-04 -2.134616e-04 -2.144144e-04 -2.160530e-04 -2.168725e-04
## [551] -2.180592e-04 -2.185919e-04 -2.196377e-04 -2.198309e-04 -2.218373e-04
## [556] -2.223349e-04 -2.230948e-04 -2.235989e-04 -2.249880e-04 -2.268386e-04
## [561] -2.272827e-04 -2.286440e-04 -2.294137e-04 -2.310458e-04 -2.316744e-04
## [566] -2.327895e-04 -2.338765e-04 -2.349985e-04 -2.353619e-04 -2.372273e-04
## [571] -2.376466e-04 -2.386134e-04 -2.395514e-04 -2.406710e-04 -2.424389e-04
## [576] -2.433458e-04 -2.440767e-04 -2.460112e-04 -2.466953e-04 -2.498171e-04
## [581] -2.502681e-04 -2.508957e-04 -2.520429e-04 -2.526101e-04 -2.528243e-04
## [586] -2.542139e-04 -2.552695e-04 -2.565946e-04 -2.566646e-04 -2.574295e-04
## [591] -2.587749e-04 -2.595611e-04 -2.604548e-04 -2.614050e-04 -2.619235e-04
## [596] -2.638831e-04 -2.643064e-04 -2.651676e-04 -2.661152e-04 -2.670238e-04
## [601] -2.686876e-04 -2.692321e-04 -2.704510e-04 -2.712777e-04 -2.725222e-04
## [606] -2.744067e-04 -2.747005e-04 -2.761122e-04 -2.764416e-04 -2.778088e-04
## [611] -2.792281e-04 -2.804131e-04 -2.813199e-04 -2.825029e-04 -2.832165e-04
## [616] -2.846074e-04 -2.849679e-04 -2.854315e-04 -2.866257e-04 -2.882886e-04
## [621] -2.886796e-04 -2.897676e-04 -2.909176e-04 -2.916454e-04 -2.936315e-04
## [626] -2.945988e-04 -2.956467e-04 -2.976709e-04 -2.977750e-04 -2.993418e-04
## [631] -3.012977e-04 -3.017533e-04 -3.020923e-04 -3.026205e-04 -3.034785e-04
## [636] -3.053155e-04 -3.058750e-04 -3.078013e-04 -3.084850e-04 -3.095046e-04
## [641] -3.100037e-04 -3.112952e-04 -3.117480e-04 -3.137446e-04 -3.145800e-04
## [646] -3.151136e-04 -3.156842e-04 -3.164964e-04 -3.170957e-04 -3.189203e-04
## [651] -3.194713e-04 -3.209668e-04 -3.222476e-04 -3.233258e-04 -3.239370e-04
## [656] -3.243310e-04 -3.250869e-04 -3.258826e-04 -3.265237e-04 -3.280450e-04
## [661] -3.293588e-04 -3.312182e-04 -3.317732e-04 -3.330475e-04 -3.336940e-04
## [666] -3.349342e-04 -3.359019e-04 -3.378386e-04 -3.386272e-04 -3.390984e-04
## [671] -3.402191e-04 -3.409045e-04 -3.432037e-04 -3.443328e-04 -3.448570e-04
## [676] -3.452660e-04 -3.464459e-04 -3.479980e-04 -3.490821e-04 -3.507496e-04
## [681] -3.510810e-04 -3.517997e-04 -3.527970e-04 -3.544011e-04 -3.556359e-04
## [686] -3.565363e-04 -3.583365e-04 -3.586972e-04 -3.595924e-04 -3.599798e-04
## [691] -3.622402e-04 -3.627692e-04 -3.646006e-04 -3.655243e-04 -3.663451e-04
## [696] -3.671750e-04 -3.683522e-04 -3.690541e-04 -3.697686e-04 -3.719974e-04
## [701] -3.721188e-04 -3.734743e-04 -3.738331e-04 -3.749721e-04 -3.757344e-04
## [706] -3.789264e-04 -3.804052e-04 -3.809892e-04 -3.825105e-04 -3.828982e-04
## [711] -3.835744e-04 -3.845504e-04 -3.865762e-04 -3.877561e-04 -3.889381e-04
## [716] -3.897066e-04 -3.909488e-04 -3.921423e-04 -3.927068e-04 -3.934824e-04
## [721] -3.954268e-04 -3.970467e-04 -3.981705e-04 -3.993141e-04 -3.993995e-04
## [726] -4.007296e-04 -4.021536e-04 -4.025620e-04 -4.041933e-04 -4.050633e-04
## [731] -4.062114e-04 -4.079917e-04 -4.096342e-04 -4.106038e-04 -4.117160e-04
## [736] -4.131668e-04 -4.132369e-04 -4.150944e-04 -4.163866e-04 -4.177085e-04
## [741] -4.197068e-04 -4.204602e-04 -4.218410e-04 -4.243821e-04 -4.258981e-04
## [746] -4.267853e-04 -4.281205e-04 -4.296091e-04 -4.311993e-04 -4.319420e-04
## [751] -4.326854e-04 -4.336817e-04 -4.350019e-04 -4.372709e-04 -4.383052e-04
## [756] -4.395029e-04 -4.410275e-04 -4.426398e-04 -4.453689e-04 -4.463609e-04
## [761] -4.480148e-04 -4.484461e-04 -4.511211e-04 -4.534126e-04 -4.542898e-04
## [766] -4.554118e-04 -4.560000e-04 -4.580564e-04 -4.587725e-04 -4.617543e-04
## [771] -4.619058e-04 -4.632325e-04 -4.655799e-04 -4.671787e-04 -4.678117e-04
## [776] -4.697639e-04 -4.728132e-04 -4.739260e-04 -4.767137e-04 -4.772619e-04
## [781] -4.786366e-04 -4.811534e-04 -4.823889e-04 -4.863708e-04 -4.870262e-04
## [786] -4.881246e-04 -4.889375e-04 -4.929849e-04 -4.942186e-04 -4.957385e-04
## [791] -4.987134e-04 -4.990720e-04 -5.023196e-04 -5.038940e-04 -5.060840e-04
## [796] -5.067679e-04 -5.096620e-04 -5.113650e-04 -5.129942e-04 -5.180026e-04
## [801] -5.202189e-04 -5.204010e-04 -5.237129e-04 -5.247244e-04 -5.254168e-04
## [806] -5.284045e-04 -5.328674e-04 -5.366168e-04 -5.374284e-04 -5.391002e-04
## [811] -5.415445e-04 -5.428483e-04 -5.493033e-04 -5.555837e-04 -5.596516e-04
## [816] -5.622023e-04 -5.650352e-04 -5.672778e-04 -5.673452e-04 -5.733997e-04
## [821] -5.750579e-04 -5.773863e-04 -5.800495e-04 -5.850040e-04 -5.910198e-04
## [826] -5.936994e-04 -6.013483e-04 -6.030985e-04 -6.053062e-04 -6.121428e-04
## [831] -6.174978e-04 -6.232269e-04 -6.242243e-04 -6.297121e-04 -6.425681e-04
## [836] -6.436628e-04 -6.534730e-04 -6.582685e-04 -6.633464e-04 -6.649812e-04
## [841] -6.747351e-04 -6.775370e-04 -7.000759e-04 -7.068384e-04 -7.193204e-04
## [846] -7.247106e-04 -7.336333e-04 -7.408725e-04 -7.537957e-04 -7.791541e-04
## [851] -7.856518e-04 -8.187402e-04 -8.280195e-04 -8.349727e-04 -8.460070e-04
## [856] -8.778223e-04 -9.068877e-04 -9.134206e-04 -9.746723e-04 -1.037038e-03
## [861] -1.128185e-03 -1.424785e-03 -2.255084e-03
evaluate_consistency_metrics(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores,)
## $trustworthiness
## [1] 0.6060587
##
## $continuity
## [1] 0.8399284
##
## $mantel_statistic
## [1] 0.3895514
##
## $mantel_p
## [1] 0.001
cjtt_u_test(dist_bray_filt, age_filt, var_method = "analytic")
## $U_statistic
## [1] 0.05416545
##
## $variance
## [1] 0.0005144019
##
## $z_score
## [1] 2.388202
##
## $p_value
## [1] 0.01693104
##
## $method
## [1] "analytic"
# cjtt_u_test(dist_bray_filt, age_filt, var_method = "jackknife") Take too long
# cjtt_u_test(dist_bray_filt, age_filt, var_method = "bootstrap")
# cjtt_u_test(dist_bray_filt, age_filt, permutation = T)
gco_decomposition(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores)
## consistency_score outlier class
## 1 0.2 FALSE Intermediate
## 2 0.0 FALSE C-type
## 3 0.0 FALSE C-type
## 4 0.1 FALSE C-type
## 5 0.1 FALSE C-type
## 6 0.2 FALSE Intermediate
## 7 0.2 TRUE O-type
## 8 0.1 FALSE C-type
## 9 0.1 FALSE C-type
## 10 0.1 FALSE C-type
## 11 0.1 FALSE C-type
## 12 0.0 FALSE C-type
## 13 0.0 FALSE C-type
## 14 0.1 FALSE C-type
## 15 0.1 FALSE C-type
## 16 0.0 FALSE C-type
## 17 0.0 FALSE C-type
## 18 0.0 FALSE C-type
## 19 0.0 FALSE C-type
## 20 0.0 FALSE C-type
## 21 0.1 FALSE C-type
## 22 0.0 FALSE C-type
## 23 0.0 FALSE C-type
## 24 0.0 FALSE C-type
## 25 0.0 FALSE C-type
## 26 0.1 FALSE C-type
## 27 0.0 FALSE C-type
## 28 0.0 TRUE O-type
## 29 0.0 FALSE C-type
## 30 0.0 FALSE C-type
## 31 0.0 FALSE C-type
## 32 0.1 FALSE C-type
## 33 0.1 FALSE C-type
## 34 0.0 FALSE C-type
## 35 0.1 FALSE C-type
## 36 0.0 FALSE C-type
## 37 0.0 FALSE C-type
## 38 0.1 FALSE C-type
## 39 0.0 FALSE C-type
## 40 0.0 FALSE C-type
## 41 0.0 FALSE C-type
## 42 0.0 FALSE C-type
## 43 0.0 FALSE C-type
## 44 0.0 FALSE C-type
## 45 0.3 FALSE Intermediate
## 46 0.0 FALSE C-type
## 47 0.1 FALSE C-type
## 48 0.2 FALSE Intermediate
## 49 0.0 FALSE C-type
## 50 0.1 FALSE C-type
## 51 0.0 FALSE C-type
## 52 0.1 FALSE C-type
## 53 0.0 FALSE C-type
## 54 0.1 FALSE C-type
## 55 0.1 FALSE C-type
## 56 0.0 FALSE C-type
## 57 0.0 FALSE C-type
## 58 0.0 FALSE C-type
## 59 0.2 FALSE Intermediate
## 60 0.2 FALSE Intermediate
## 61 0.1 FALSE C-type
## 62 0.1 FALSE C-type
## 63 0.0 FALSE C-type
## 64 0.0 FALSE C-type
## 65 0.0 FALSE C-type
## 66 0.0 FALSE C-type
## 67 0.1 FALSE C-type
## 68 0.0 FALSE C-type
## 69 0.0 FALSE C-type
## 70 0.0 FALSE C-type
## 71 0.0 FALSE C-type
## 72 0.0 FALSE C-type
## 73 0.0 FALSE C-type
## 74 0.0 FALSE C-type
## 75 0.0 FALSE C-type
## 76 0.0 FALSE C-type
## 77 0.0 FALSE C-type
## 78 0.2 FALSE Intermediate
## 79 0.0 TRUE O-type
## 80 0.0 TRUE O-type
## 81 0.0 FALSE C-type
## 82 0.1 FALSE C-type
## 83 0.1 FALSE C-type
## 84 0.0 FALSE C-type
## 85 0.0 FALSE C-type
## 86 0.0 FALSE C-type
## 87 0.0 TRUE O-type
## 88 0.0 FALSE C-type
## 89 0.2 TRUE O-type
## 90 0.0 FALSE C-type
## 91 0.0 FALSE C-type
## 92 0.0 FALSE C-type
## 93 0.0 FALSE C-type
## 94 0.0 FALSE C-type
## 95 0.1 FALSE C-type
## 96 0.0 FALSE C-type
## 97 0.1 FALSE C-type
## 98 0.0 FALSE C-type
## 99 0.1 FALSE C-type
## 100 0.0 FALSE C-type
## 101 0.1 FALSE C-type
## 102 0.0 FALSE C-type
## 103 0.2 FALSE Intermediate
## 104 0.1 FALSE C-type
## 105 0.0 FALSE C-type
## 106 0.2 FALSE Intermediate
## 107 0.0 FALSE C-type
## 108 0.2 FALSE Intermediate
## 109 0.1 FALSE C-type
## 110 0.0 FALSE C-type
## 111 0.0 FALSE C-type
## 112 0.0 FALSE C-type
## 113 0.0 FALSE C-type
## 114 0.0 FALSE C-type
## 115 0.0 FALSE C-type
## 116 0.0 FALSE C-type
## 117 0.1 FALSE C-type
## 118 0.0 FALSE C-type
## 119 0.0 FALSE C-type
## 120 0.3 TRUE O-type
## 121 0.1 FALSE C-type
## 122 0.0 FALSE C-type
## 123 0.1 FALSE C-type
## 124 0.0 FALSE C-type
## 125 0.1 FALSE C-type
## 126 0.0 TRUE O-type
## 127 0.0 FALSE C-type
## 128 0.0 FALSE C-type
## 129 0.0 FALSE C-type
## 130 0.0 FALSE C-type
## 131 0.1 FALSE C-type
## 132 0.0 TRUE O-type
## 133 0.0 FALSE C-type
## 134 0.2 FALSE Intermediate
## 135 0.0 FALSE C-type
## 136 0.0 FALSE C-type
## 137 0.0 FALSE C-type
## 138 0.1 TRUE O-type
## 139 0.0 FALSE C-type
## 140 0.1 FALSE C-type
## 141 0.0 FALSE C-type
## 142 0.0 FALSE C-type
## 143 0.0 FALSE C-type
## 144 0.0 FALSE C-type
## 145 0.0 FALSE C-type
## 146 0.2 FALSE Intermediate
## 147 0.0 FALSE C-type
## 148 0.0 FALSE C-type
## 149 0.0 FALSE C-type
## 150 0.2 FALSE Intermediate
## 151 0.0 FALSE C-type
## 152 0.1 FALSE C-type
## 153 0.0 FALSE C-type
## 154 0.0 FALSE C-type
## 155 0.0 FALSE C-type
## 156 0.0 FALSE C-type
## 157 0.1 FALSE C-type
## 158 0.0 FALSE C-type
## 159 0.1 FALSE C-type
## 160 0.0 FALSE C-type
## 161 0.0 FALSE C-type
## 162 0.0 FALSE C-type
## 163 0.0 FALSE C-type
## 164 0.0 FALSE C-type
## 165 0.0 FALSE C-type
## 166 0.1 FALSE C-type
## 167 0.0 FALSE C-type
## 168 0.2 FALSE Intermediate
## 169 0.0 FALSE C-type
## 170 0.0 FALSE C-type
## 171 0.0 FALSE C-type
## 172 0.0 FALSE C-type
## 173 0.0 FALSE C-type
## 174 0.0 FALSE C-type
## 175 0.1 FALSE C-type
## 176 0.0 FALSE C-type
## 177 0.2 FALSE Intermediate
## 178 0.0 FALSE C-type
## 179 0.2 TRUE O-type
## 180 0.1 FALSE C-type
## 181 0.0 FALSE C-type
## 182 0.1 FALSE C-type
## 183 0.0 FALSE C-type
## 184 0.0 FALSE C-type
## 185 0.1 FALSE C-type
## 186 0.0 FALSE C-type
## 187 0.1 FALSE C-type
## 188 0.1 FALSE C-type
## 189 0.0 FALSE C-type
## 190 0.1 FALSE C-type
## 191 0.0 FALSE C-type
## 192 0.0 FALSE C-type
## 193 0.1 FALSE C-type
## 194 0.1 FALSE C-type
## 195 0.1 FALSE C-type
## 196 0.0 FALSE C-type
## 197 0.0 FALSE C-type
## 198 0.6 TRUE O-type
## 199 0.0 FALSE C-type
## 200 0.1 FALSE C-type
## 201 0.0 FALSE C-type
## 202 0.1 FALSE C-type
## 203 0.3 TRUE O-type
## 204 0.1 FALSE C-type
## 205 0.0 FALSE C-type
## 206 0.1 FALSE C-type
## 207 0.0 FALSE C-type
## 208 0.1 FALSE C-type
## 209 0.0 FALSE C-type
## 210 0.1 FALSE C-type
## 211 0.1 FALSE C-type
## 212 0.1 FALSE C-type
## 213 0.0 FALSE C-type
## 214 0.1 FALSE C-type
## 215 0.0 FALSE C-type
## 216 0.2 FALSE Intermediate
## 217 0.1 FALSE C-type
## 218 0.0 FALSE C-type
## 219 0.0 FALSE C-type
## 220 0.2 FALSE Intermediate
## 221 0.1 FALSE C-type
## 222 0.1 FALSE C-type
## 223 0.0 FALSE C-type
## 224 0.2 TRUE O-type
## 225 0.1 FALSE C-type
## 226 0.1 TRUE O-type
## 227 0.0 FALSE C-type
## 228 0.0 FALSE C-type
## 229 0.1 FALSE C-type
## 230 0.1 FALSE C-type
## 231 0.2 FALSE Intermediate
## 232 0.0 FALSE C-type
## 233 0.0 FALSE C-type
## 234 0.0 FALSE C-type
## 235 0.1 FALSE C-type
## 236 0.0 FALSE C-type
## 237 0.0 FALSE C-type
## 238 0.0 FALSE C-type
## 239 0.1 FALSE C-type
## 240 0.0 FALSE C-type
## 241 0.1 FALSE C-type
## 242 0.0 FALSE C-type
## 243 0.1 FALSE C-type
## 244 0.1 FALSE C-type
## 245 0.0 FALSE C-type
## 246 0.0 FALSE C-type
## 247 0.1 FALSE C-type
## 248 0.3 FALSE Intermediate
## 249 0.0 TRUE O-type
## 250 0.1 FALSE C-type
## 251 0.0 FALSE C-type
## 252 0.0 FALSE C-type
## 253 0.0 FALSE C-type
## 254 0.2 FALSE Intermediate
## 255 0.0 FALSE C-type
## 256 0.0 FALSE C-type
## 257 0.1 FALSE C-type
## 258 0.1 FALSE C-type
## 259 0.2 FALSE Intermediate
## 260 0.0 FALSE C-type
## 261 0.2 FALSE Intermediate
## 262 0.0 FALSE C-type
## 263 0.1 FALSE C-type
## 264 0.1 FALSE C-type
## 265 0.0 FALSE C-type
## 266 0.1 FALSE C-type
## 267 0.0 FALSE C-type
## 268 0.1 FALSE C-type
## 269 0.0 FALSE C-type
## 270 0.1 FALSE C-type
## 271 0.0 FALSE C-type
## 272 0.0 FALSE C-type
## 273 0.1 FALSE C-type
## 274 0.0 FALSE C-type
## 275 0.1 TRUE O-type
## 276 0.0 FALSE C-type
## 277 0.2 FALSE Intermediate
## 278 0.0 FALSE C-type
## 279 0.1 FALSE C-type
## 280 0.2 FALSE Intermediate
## 281 0.0 FALSE C-type
## 282 0.0 FALSE C-type
## 283 0.0 FALSE C-type
## 284 0.0 FALSE C-type
## 285 0.0 FALSE C-type
## 286 0.2 FALSE Intermediate
## 287 0.3 FALSE Intermediate
## 288 0.0 FALSE C-type
## 289 0.2 FALSE Intermediate
## 290 0.2 FALSE Intermediate
## 291 0.1 FALSE C-type
## 292 0.0 FALSE C-type
## 293 0.1 FALSE C-type
## 294 0.1 FALSE C-type
## 295 0.1 FALSE C-type
## 296 0.0 FALSE C-type
## 297 0.0 FALSE C-type
## 298 0.0 FALSE C-type
## 299 0.0 FALSE C-type
## 300 0.0 FALSE C-type
## 301 0.0 FALSE C-type
## 302 0.2 FALSE Intermediate
## 303 0.0 FALSE C-type
## 304 0.0 FALSE C-type
## 305 0.1 FALSE C-type
## 306 0.1 FALSE C-type
## 307 0.0 FALSE C-type
## 308 0.1 TRUE O-type
## 309 0.0 FALSE C-type
## 310 0.0 FALSE C-type
## 311 0.1 FALSE C-type
## 312 0.0 FALSE C-type
## 313 0.0 FALSE C-type
## 314 0.0 FALSE C-type
## 315 0.1 FALSE C-type
## 316 0.1 FALSE C-type
## 317 0.0 FALSE C-type
## 318 0.0 FALSE C-type
## 319 0.3 FALSE Intermediate
## 320 0.1 FALSE C-type
## 321 0.0 FALSE C-type
## 322 0.0 FALSE C-type
## 323 0.0 FALSE C-type
## 324 0.0 FALSE C-type
## 325 0.0 FALSE C-type
## 326 0.1 FALSE C-type
## 327 0.1 FALSE C-type
## 328 0.0 FALSE C-type
## 329 0.2 FALSE Intermediate
## 330 0.1 FALSE C-type
## 331 0.0 FALSE C-type
## 332 0.1 FALSE C-type
## 333 0.1 TRUE O-type
## 334 0.2 FALSE Intermediate
## 335 0.2 FALSE Intermediate
## 336 0.0 FALSE C-type
## 337 0.2 FALSE Intermediate
## 338 0.0 FALSE C-type
## 339 0.2 FALSE Intermediate
## 340 0.1 FALSE C-type
## 341 0.1 FALSE C-type
## 342 0.0 FALSE C-type
## 343 0.0 FALSE C-type
## 344 0.0 FALSE C-type
## 345 0.0 FALSE C-type
## 346 0.1 FALSE C-type
## 347 0.0 FALSE C-type
## 348 0.0 FALSE C-type
## 349 0.0 FALSE C-type
## 350 0.0 FALSE C-type
## 351 0.0 FALSE C-type
## 352 0.0 FALSE C-type
## 353 0.0 FALSE C-type
## 354 0.0 FALSE C-type
## 355 0.0 FALSE C-type
## 356 0.0 FALSE C-type
## 357 0.0 FALSE C-type
## 358 0.0 FALSE C-type
## 359 0.1 FALSE C-type
## 360 0.1 FALSE C-type
## 361 0.0 TRUE O-type
## 362 0.0 TRUE O-type
## 363 0.1 FALSE C-type
## 364 0.0 FALSE C-type
## 365 0.1 FALSE C-type
## 366 0.0 FALSE C-type
## 367 0.2 FALSE Intermediate
## 368 0.0 FALSE C-type
## 369 0.0 FALSE C-type
## 370 0.0 FALSE C-type
## 371 0.1 FALSE C-type
## 372 0.1 FALSE C-type
## 373 0.0 FALSE C-type
## 374 0.0 FALSE C-type
## 375 0.1 TRUE O-type
## 376 0.1 FALSE C-type
## 377 0.0 FALSE C-type
## 378 0.2 FALSE Intermediate
## 379 0.0 FALSE C-type
## 380 0.0 FALSE C-type
## 381 0.0 FALSE C-type
## 382 0.1 TRUE O-type
## 383 0.0 FALSE C-type
## 384 0.1 FALSE C-type
## 385 0.0 FALSE C-type
## 386 0.0 TRUE O-type
## 387 0.0 FALSE C-type
## 388 0.2 TRUE O-type
## 389 0.1 FALSE C-type
## 390 0.0 FALSE C-type
## 391 0.0 FALSE C-type
## 392 0.0 FALSE C-type
## 393 0.0 FALSE C-type
## 394 0.0 FALSE C-type
## 395 0.0 FALSE C-type
## 396 0.3 TRUE O-type
## 397 0.0 FALSE C-type
## 398 0.0 FALSE C-type
## 399 0.0 FALSE C-type
## 400 0.0 FALSE C-type
## 401 0.0 FALSE C-type
## 402 0.0 FALSE C-type
## 403 0.0 FALSE C-type
## 404 0.1 FALSE C-type
## 405 0.0 FALSE C-type
## 406 0.2 FALSE Intermediate
## 407 0.1 FALSE C-type
## 408 0.0 FALSE C-type
## 409 0.0 FALSE C-type
## 410 0.1 FALSE C-type
## 411 0.0 FALSE C-type
## 412 0.0 FALSE C-type
## 413 0.1 FALSE C-type
## 414 0.2 FALSE Intermediate
## 415 0.0 FALSE C-type
## 416 0.0 FALSE C-type
## 417 0.5 TRUE O-type
## 418 0.1 FALSE C-type
## 419 0.1 FALSE C-type
## 420 0.0 FALSE C-type
## 421 0.4 TRUE O-type
## 422 0.2 FALSE Intermediate
## 423 0.0 FALSE C-type
## 424 0.0 FALSE C-type
## 425 0.2 FALSE Intermediate
## 426 0.0 FALSE C-type
## 427 0.1 FALSE C-type
## 428 0.2 FALSE Intermediate
## 429 0.0 FALSE C-type
## 430 0.1 FALSE C-type
## 431 0.0 FALSE C-type
## 432 0.2 FALSE Intermediate
## 433 0.1 FALSE C-type
## 434 0.1 FALSE C-type
## 435 0.2 FALSE Intermediate
## 436 0.0 FALSE C-type
## 437 0.0 FALSE C-type
## 438 0.2 FALSE Intermediate
## 439 0.0 FALSE C-type
## 440 0.0 FALSE C-type
## 441 0.0 FALSE C-type
## 442 0.0 FALSE C-type
## 443 0.0 FALSE C-type
## 444 0.2 FALSE Intermediate
## 445 0.0 FALSE C-type
## 446 0.0 TRUE O-type
## 447 0.1 FALSE C-type
## 448 0.2 FALSE Intermediate
## 449 0.1 FALSE C-type
## 450 0.1 FALSE C-type
## 451 0.0 FALSE C-type
## 452 0.1 FALSE C-type
## 453 0.2 FALSE Intermediate
## 454 0.0 FALSE C-type
## 455 0.1 FALSE C-type
## 456 0.0 FALSE C-type
## 457 0.0 FALSE C-type
## 458 0.3 TRUE O-type
## 459 0.0 FALSE C-type
## 460 0.2 FALSE Intermediate
## 461 0.2 FALSE Intermediate
## 462 0.0 FALSE C-type
## 463 0.1 FALSE C-type
## 464 0.1 FALSE C-type
## 465 0.0 FALSE C-type
## 466 0.1 FALSE C-type
## 467 0.0 FALSE C-type
## 468 0.0 FALSE C-type
## 469 0.1 TRUE O-type
## 470 0.1 FALSE C-type
## 471 0.0 FALSE C-type
## 472 0.0 FALSE C-type
## 473 0.0 FALSE C-type
## 474 0.0 FALSE C-type
## 475 0.0 TRUE O-type
## 476 0.0 FALSE C-type
## 477 0.1 FALSE C-type
## 478 0.0 FALSE C-type
## 479 0.2 FALSE Intermediate
## 480 0.0 TRUE O-type
## 481 0.1 FALSE C-type
## 482 0.0 FALSE C-type
## 483 0.0 FALSE C-type
## 484 0.2 TRUE O-type
## 485 0.0 FALSE C-type
## 486 0.0 FALSE C-type
## 487 0.0 FALSE C-type
## 488 0.0 FALSE C-type
## 489 0.1 FALSE C-type
## 490 0.0 FALSE C-type
## 491 0.2 FALSE Intermediate
## 492 0.0 FALSE C-type
## 493 0.0 FALSE C-type
## 494 0.1 FALSE C-type
## 495 0.1 FALSE C-type
## 496 0.1 FALSE C-type
## 497 0.0 TRUE O-type
## 498 0.0 FALSE C-type
## 499 0.0 FALSE C-type
## 500 0.1 FALSE C-type
## 501 0.0 TRUE O-type
## 502 0.0 FALSE C-type
## 503 0.0 FALSE C-type
## 504 0.2 FALSE Intermediate
## 505 0.1 FALSE C-type
## 506 0.1 FALSE C-type
## 507 0.0 FALSE C-type
## 508 0.0 FALSE C-type
## 509 0.0 FALSE C-type
## 510 0.1 FALSE C-type
## 511 0.0 FALSE C-type
## 512 0.0 FALSE C-type
## 513 0.1 FALSE C-type
## 514 0.1 FALSE C-type
## 515 0.1 FALSE C-type
## 516 0.1 FALSE C-type
## 517 0.0 FALSE C-type
## 518 0.1 FALSE C-type
## 519 0.2 FALSE Intermediate
## 520 0.0 FALSE C-type
## 521 0.1 FALSE C-type
## 522 0.4 TRUE O-type
## 523 0.1 FALSE C-type
## 524 0.0 FALSE C-type
## 525 0.2 TRUE O-type
## 526 0.0 FALSE C-type
## 527 0.0 FALSE C-type
## 528 0.0 FALSE C-type
## 529 0.0 FALSE C-type
## 530 0.1 FALSE C-type
## 531 0.0 FALSE C-type
## 532 0.0 FALSE C-type
## 533 0.0 FALSE C-type
## 534 0.1 FALSE C-type
## 535 0.1 TRUE O-type
## 536 0.0 FALSE C-type
## 537 0.0 FALSE C-type
## 538 0.0 TRUE O-type
## 539 0.0 FALSE C-type
## 540 0.0 FALSE C-type
## 541 0.0 FALSE C-type
## 542 0.1 FALSE C-type
## 543 0.0 FALSE C-type
## 544 0.1 FALSE C-type
## 545 0.0 FALSE C-type
## 546 0.0 FALSE C-type
## 547 0.3 FALSE Intermediate
## 548 0.0 FALSE C-type
## 549 0.1 FALSE C-type
## 550 0.1 FALSE C-type
## 551 0.1 FALSE C-type
## 552 0.1 TRUE O-type
## 553 0.0 FALSE C-type
## 554 0.0 FALSE C-type
## 555 0.0 TRUE O-type
## 556 0.0 FALSE C-type
## 557 0.0 FALSE C-type
## 558 0.0 FALSE C-type
## 559 0.0 FALSE C-type
## 560 0.1 TRUE O-type
## 561 0.0 FALSE C-type
## 562 0.0 FALSE C-type
## 563 0.0 FALSE C-type
## 564 0.1 FALSE C-type
## 565 0.0 FALSE C-type
## 566 0.0 FALSE C-type
## 567 0.1 FALSE C-type
## 568 0.3 FALSE Intermediate
## 569 0.0 FALSE C-type
## 570 0.0 FALSE C-type
## 571 0.2 FALSE Intermediate
## 572 0.0 FALSE C-type
## 573 0.1 FALSE C-type
## 574 0.0 TRUE O-type
## 575 0.1 FALSE C-type
## 576 0.1 FALSE C-type
## 577 0.0 FALSE C-type
## 578 0.4 TRUE O-type
## 579 0.1 FALSE C-type
## 580 0.0 FALSE C-type
## 581 0.0 FALSE C-type
## 582 0.0 FALSE C-type
## 583 0.1 FALSE C-type
## 584 0.0 FALSE C-type
## 585 0.1 FALSE C-type
## 586 0.0 FALSE C-type
## 587 0.5 TRUE O-type
## 588 0.2 TRUE O-type
## 589 0.1 TRUE O-type
## 590 0.1 FALSE C-type
## 591 0.0 TRUE O-type
## 592 0.0 FALSE C-type
## 593 0.2 FALSE Intermediate
## 594 0.0 TRUE O-type
## 595 0.0 FALSE C-type
## 596 0.0 FALSE C-type
## 597 0.0 FALSE C-type
## 598 0.2 TRUE O-type
## 599 0.0 FALSE C-type
## 600 0.1 FALSE C-type
## 601 0.1 FALSE C-type
## 602 0.0 FALSE C-type
## 603 0.0 FALSE C-type
## 604 0.1 FALSE C-type
## 605 0.0 TRUE O-type
## 606 0.1 FALSE C-type
## 607 0.0 FALSE C-type
## 608 0.1 FALSE C-type
## 609 0.0 FALSE C-type
## 610 0.1 FALSE C-type
## 611 0.0 FALSE C-type
## 612 0.0 TRUE O-type
## 613 0.0 FALSE C-type
## 614 0.1 FALSE C-type
## 615 0.4 TRUE O-type
## 616 0.4 TRUE O-type
## 617 0.1 FALSE C-type
## 618 0.1 FALSE C-type
## 619 0.3 FALSE Intermediate
## 620 0.0 FALSE C-type
## 621 0.1 FALSE C-type
## 622 0.0 FALSE C-type
## 623 0.0 FALSE C-type
## 624 0.1 FALSE C-type
## 625 0.0 FALSE C-type
## 626 0.1 FALSE C-type
## 627 0.0 FALSE C-type
## 628 0.1 FALSE C-type
## 629 0.1 FALSE C-type
## 630 0.1 TRUE O-type
## 631 0.0 FALSE C-type
## 632 0.1 FALSE C-type
## 633 0.0 FALSE C-type
## 634 0.4 TRUE O-type
## 635 0.0 FALSE C-type
## 636 0.0 FALSE C-type
## 637 0.0 FALSE C-type
## 638 0.0 FALSE C-type
## 639 0.0 FALSE C-type
## 640 0.1 FALSE C-type
## 641 0.2 FALSE Intermediate
## 642 0.1 FALSE C-type
## 643 0.0 FALSE C-type
## 644 0.1 FALSE C-type
## 645 0.2 TRUE O-type
## 646 0.2 FALSE Intermediate
## 647 0.1 FALSE C-type
## 648 0.3 FALSE Intermediate
## 649 0.0 FALSE C-type
## 650 0.0 FALSE C-type
## 651 0.2 FALSE Intermediate
## 652 0.0 FALSE C-type
## 653 0.0 FALSE C-type
## 654 0.1 FALSE C-type
## 655 0.0 FALSE C-type
## 656 0.0 FALSE C-type
## 657 0.0 FALSE C-type
## 658 0.0 FALSE C-type
## 659 0.0 FALSE C-type
## 660 0.0 FALSE C-type
## 661 0.1 FALSE C-type
## 662 0.1 FALSE C-type
## 663 0.1 TRUE O-type
## 664 0.0 FALSE C-type
## 665 0.1 FALSE C-type
## 666 0.2 FALSE Intermediate
## 667 0.0 FALSE C-type
## 668 0.0 FALSE C-type
## 669 0.1 FALSE C-type
## 670 0.0 FALSE C-type
## 671 0.1 FALSE C-type
## 672 0.0 FALSE C-type
## 673 0.1 FALSE C-type
## 674 0.2 FALSE Intermediate
## 675 0.1 FALSE C-type
## 676 0.0 FALSE C-type
## 677 0.1 FALSE C-type
## 678 0.1 FALSE C-type
## 679 0.0 FALSE C-type
## 680 0.1 FALSE C-type
## 681 0.0 FALSE C-type
## 682 0.0 FALSE C-type
## 683 0.0 FALSE C-type
## 684 0.0 FALSE C-type
## 685 0.0 FALSE C-type
## 686 0.1 FALSE C-type
## 687 0.0 FALSE C-type
## 688 0.0 FALSE C-type
## 689 0.1 FALSE C-type
## 690 0.0 TRUE O-type
## 691 0.1 FALSE C-type
## 692 0.0 FALSE C-type
## 693 0.1 TRUE O-type
## 694 0.0 FALSE C-type
## 695 0.2 FALSE Intermediate
## 696 0.0 FALSE C-type
## 697 0.0 FALSE C-type
## 698 0.1 FALSE C-type
## 699 0.1 FALSE C-type
## 700 0.1 FALSE C-type
## 701 0.1 FALSE C-type
## 702 0.0 FALSE C-type
## 703 0.1 FALSE C-type
## 704 0.1 FALSE C-type
## 705 0.3 TRUE O-type
## 706 0.0 FALSE C-type
## 707 0.0 FALSE C-type
## 708 0.0 FALSE C-type
## 709 0.0 FALSE C-type
## 710 0.0 FALSE C-type
## 711 0.1 FALSE C-type
## 712 0.0 FALSE C-type
## 713 0.0 TRUE O-type
## 714 0.1 FALSE C-type
## 715 0.2 FALSE Intermediate
## 716 0.0 FALSE C-type
## 717 0.0 FALSE C-type
## 718 0.0 FALSE C-type
## 719 0.1 FALSE C-type
## 720 0.0 FALSE C-type
## 721 0.0 FALSE C-type
## 722 0.3 TRUE O-type
## 723 0.1 TRUE O-type
## 724 0.1 FALSE C-type
## 725 0.0 FALSE C-type
## 726 0.0 FALSE C-type
## 727 0.2 FALSE Intermediate
## 728 0.1 FALSE C-type
## 729 0.2 FALSE Intermediate
## 730 0.0 FALSE C-type
## 731 0.1 FALSE C-type
## 732 0.0 FALSE C-type
## 733 0.0 FALSE C-type
## 734 0.0 FALSE C-type
## 735 0.0 FALSE C-type
## 736 0.0 FALSE C-type
## 737 0.2 FALSE Intermediate
## 738 0.0 FALSE C-type
## 739 0.0 FALSE C-type
## 740 0.0 FALSE C-type
## 741 0.0 FALSE C-type
## 742 0.0 FALSE C-type
## 743 0.1 TRUE O-type
## 744 0.0 TRUE O-type
## 745 0.1 FALSE C-type
## 746 0.0 FALSE C-type
## 747 0.0 FALSE C-type
## 748 0.0 FALSE C-type
## 749 0.0 FALSE C-type
## 750 0.1 FALSE C-type
## 751 0.1 FALSE C-type
## 752 0.1 FALSE C-type
## 753 0.1 FALSE C-type
## 754 0.3 TRUE O-type
## 755 0.1 FALSE C-type
## 756 0.1 FALSE C-type
## 757 0.0 FALSE C-type
## 758 0.1 FALSE C-type
## 759 0.0 FALSE C-type
## 760 0.0 FALSE C-type
## 761 0.0 FALSE C-type
## 762 0.1 FALSE C-type
## 763 0.1 FALSE C-type
## 764 0.0 FALSE C-type
## 765 0.0 FALSE C-type
## 766 0.1 FALSE C-type
## 767 0.1 FALSE C-type
## 768 0.0 FALSE C-type
## 769 0.0 FALSE C-type
## 770 0.0 FALSE C-type
## 771 0.0 FALSE C-type
## 772 0.1 FALSE C-type
## 773 0.1 FALSE C-type
## 774 0.2 FALSE Intermediate
## 775 0.0 TRUE O-type
## 776 0.0 FALSE C-type
## 777 0.0 FALSE C-type
## 778 0.0 FALSE C-type
## 779 0.1 TRUE O-type
## 780 0.1 FALSE C-type
## 781 0.0 FALSE C-type
## 782 0.2 FALSE Intermediate
## 783 0.0 FALSE C-type
## 784 0.0 FALSE C-type
## 785 0.0 FALSE C-type
## 786 0.1 FALSE C-type
## 787 0.1 FALSE C-type
## 788 0.0 FALSE C-type
## 789 0.0 TRUE O-type
## 790 0.0 TRUE O-type
## 791 0.0 FALSE C-type
## 792 0.1 FALSE C-type
## 793 0.3 FALSE Intermediate
## 794 0.0 FALSE C-type
## 795 0.1 FALSE C-type
## 796 0.0 FALSE C-type
## 797 0.0 FALSE C-type
## 798 0.0 FALSE C-type
## 799 0.0 FALSE C-type
## 800 0.0 FALSE C-type
## 801 0.0 FALSE C-type
## 802 0.0 FALSE C-type
## 803 0.0 TRUE O-type
## 804 0.3 FALSE Intermediate
## 805 0.0 FALSE C-type
## 806 0.1 FALSE C-type
## 807 0.0 FALSE C-type
## 808 0.0 FALSE C-type
## 809 0.1 FALSE C-type
## 810 0.0 FALSE C-type
## 811 0.2 TRUE O-type
## 812 0.0 FALSE C-type
## 813 0.0 FALSE C-type
## 814 0.0 FALSE C-type
## 815 0.2 TRUE O-type
## 816 0.1 FALSE C-type
## 817 0.0 FALSE C-type
## 818 0.0 FALSE C-type
## 819 0.0 FALSE C-type
## 820 0.0 FALSE C-type
## 821 0.0 FALSE C-type
## 822 0.0 FALSE C-type
## 823 0.1 FALSE C-type
## 824 0.1 TRUE O-type
## 825 0.0 FALSE C-type
## 826 0.1 FALSE C-type
## 827 0.0 FALSE C-type
## 828 0.0 FALSE C-type
## 829 0.0 FALSE C-type
## 830 0.0 FALSE C-type
## 831 0.1 FALSE C-type
## 832 0.0 FALSE C-type
## 833 0.0 TRUE O-type
## 834 0.0 FALSE C-type
## 835 0.0 FALSE C-type
## 836 0.0 FALSE C-type
## 837 0.2 FALSE Intermediate
## 838 0.0 FALSE C-type
## 839 0.0 FALSE C-type
## 840 0.1 FALSE C-type
## 841 0.1 FALSE C-type
## 842 0.0 FALSE C-type
## 843 0.0 FALSE C-type
## 844 0.0 FALSE C-type
## 845 0.0 FALSE C-type
## 846 0.1 FALSE C-type
## 847 0.0 FALSE C-type
## 848 0.1 FALSE C-type
## 849 0.0 TRUE O-type
## 850 0.1 FALSE C-type
## 851 0.0 FALSE C-type
## 852 0.1 FALSE C-type
## 853 0.0 FALSE C-type
## 854 0.1 FALSE C-type
## 855 0.0 FALSE C-type
## 856 0.0 FALSE C-type
## 857 0.1 FALSE C-type
## 858 0.1 FALSE C-type
## 859 0.3 FALSE Intermediate
## 860 0.0 FALSE C-type
## 861 0.0 FALSE C-type
## 862 0.0 FALSE C-type
## 863 0.0 FALSE C-type
BMI
BMI <- as.numeric(sample_data(ps)[["BMI..kg.m.."]])
## Warning: NAs introduced by coercion
keep <- !is.na(BMI)
ps_filt <- prune_samples(keep, ps)
BMI_filt <- as.numeric(sample_data(ps_filt)[["BMI..kg.m.."]])
dist_bray_filt <- phyloseq::distance(ps_filt, method = "bray")
res <- BetaTREND::gradient_projection(dist_bray_filt, BMI_filt)
res
## $projection_scores
## [1] -1.2404844503 -0.5796865175 -0.2536391266 0.1306683164 2.3309542648
## [6] -1.5852769168 0.3529624692 -0.0204311000 -0.9809306770 -0.1595297103
## [11] 0.3930839072 0.9467020449 -0.2590730871 0.8959298264 0.0454274663
## [16] 0.0774525889 2.2993417799 -0.1278243678 0.2383666355 -0.8014258836
## [21] 0.0941429626 0.5944123699 -0.3551839951 3.0197649012 0.6809267742
## [26] 1.0193625053 2.7063885158 1.4519340950 -0.2540291884 -0.0953831217
## [31] -0.9328082477 -0.3136486261 1.8763115260 -1.1995108446 -0.3801167614
## [36] 0.6031292819 0.3348314639 1.7250283915 -1.6779054840 0.5870846614
## [41] -1.0056986740 -0.5674784302 0.3379637729 1.7392465656 -0.1230702613
## [46] 0.6798410694 -0.7708133643 0.4874832062 0.3616497250 -0.5992463604
## [51] -1.4459207427 -1.2524019705 -0.9673664657 -1.4711721725 -1.0323970573
## [56] 1.2755235786 -1.2018631141 -0.6373815261 0.3054132239 -0.4476240440
## [61] -0.9420834932 0.4796073493 -0.7496767060 2.0426501611 -0.7916042634
## [66] -0.9662965525 -0.4963093453 -1.1162410732 -0.7293097163 -0.0181694704
## [71] -1.3714786485 -0.3668899342 -0.0368014283 0.1943139356 -1.4127970179
## [76] -0.3144310670 0.5632504003 -0.9152620016 0.1137403056 2.0242602988
## [81] -1.0410878490 -1.6290402446 1.1585307896 0.0080114830 -0.8844649026
## [86] -1.3957870706 -0.3478026063 -0.9179847916 1.0440762725 0.1798327542
## [91] -1.2082675314 -2.1064037055 -0.0370672772 -1.6945159708 -0.9671433316
## [96] -1.5867656922 -2.0919800967 -1.5882203721 -0.2548015032 -1.1591220786
## [101] -0.8932592039 -1.5986577154 -0.2676585957 0.7076936646 -1.5208957549
## [106] 0.3265484368 -1.2287512176 0.2992416353 0.0481957965 -0.1027518394
## [111] -1.2171839644 0.6271577509 -0.9325122655 0.7329583938 0.1861904682
## [116] -1.1132756492 1.3728898921 -0.6799385613 -0.0549172846 0.4176643311
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##
## $gradient_direction
## [,1]
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## [2,] -2.946673
## [3,] -4.245777
## [4,] 6.330816
## [5,] -2.156127
##
## $PCoA_coordinates
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## x30MCx1597 -8.354773e-02 0.0695405507 1.218025e-01 -1.119821e-01
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## x30MCx1646 1.458748e-01 0.1791838893 4.229553e-02 -9.207664e-02
## x30MCx1649 1.302877e-01 0.2391266598 6.768472e-03 1.115335e-01
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## x30MCx1748 -1.431104e-01 0.1012955303 9.644100e-02 1.089483e-01
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## x30MCx1782 2.617637e-01 0.0681929679 9.588955e-03 5.826291e-02
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## x30MCx1824 9.866621e-02 0.0822573491 8.973850e-02 -8.205701e-02
## x30MCx1828 9.446183e-03 0.2257462098 7.707629e-02 3.504152e-02
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## x30MCx1872 1.495132e-01 0.1749077399 3.823041e-02 -1.987114e-01
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## x30MCx2316 9.998196e-02 0.3074631323 1.585971e-02 1.131346e-01
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## [,5]
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## x11MCx2402 -9.020626e-02
## x11MCx2511 1.704041e-01
## x11MCx2539 1.143296e-01
## x11MCx2713 -1.237205e-01
## x11MCx2768 -3.671270e-02
## x11MCx2847 -6.341756e-02
## x11MCx2889 -1.196629e-01
## x11MCx2897 -6.957774e-02
## x11MCx2957 -9.621265e-03
## x11MCx3134 -2.519767e-02
## x11MCx3181 5.367005e-02
## x11MCx3193 -1.216956e-02
## x11MCx3248 -5.531811e-02
## x11MCx3265 -8.133782e-02
## x12MCx1189 1.272330e-01
## x12MCx1202 -1.090470e-01
## x12MCx1212 1.402038e-02
## x12MCx1237 2.609175e-02
## x12MCx1242 4.116896e-02
## x12MCx1244 -9.356015e-02
## x12MCx1289 -1.247934e-01
## x12MCx1320 -4.227137e-02
## x12MCx1347 4.117311e-02
## x12MCx1353 1.263883e-01
## x12MCx1356 1.688757e-02
## x12MCx1368 -3.405713e-02
## x12MCx1377 -1.018532e-01
## x12MCx1392 -6.226175e-03
## x12MCx1426 -3.226577e-02
## x12MCx1446 1.410676e-02
## x12MCx1480 5.559222e-02
## x12MCx1519 -1.675178e-02
## x12MCx1639 -8.393866e-02
## x12MCx1642 -1.468087e-01
## x12MCx1651 -1.126839e-01
## x12MCx1652 -5.544725e-03
## x12MCx1672 2.755197e-02
## x12MCx1719 1.191459e-01
## x12MCx1738 7.346059e-02
## x12MCx1749 -2.571741e-02
## x12MCx1771 1.907339e-02
## x12MCx1788 -3.979860e-03
## x12MCx1836 -8.478907e-02
## x12MCx1869 -3.339613e-02
## x12MCx1886 -3.247638e-03
## x12MCx1893 3.426078e-02
## x12MCx1895 -8.701835e-02
## x12MCx1903 -3.446994e-02
## x12MCx1909 -6.805542e-02
## x12MCx1922 -6.827990e-02
## x12MCx1988 3.198177e-02
## x12MCx2002 1.312499e-01
## x12MCx2109 1.049078e-01
## x12MCx2111 4.916028e-04
## x12MCx2136 -5.212508e-02
## x12MCx2185 1.104665e-01
## x12MCx2202 1.018928e-01
## x12MCx2212 1.358789e-01
## x12MCx2259 -4.224763e-02
## x12MCx2291 6.020213e-02
## x12MCx2317 -6.091528e-02
## x12MCx2321 7.962496e-02
## x12MCx2323 -1.635322e-01
## x12MCx2347 5.558494e-02
## x12MCx2380 1.712423e-01
## x12MCx2454 6.118780e-02
## x12MCx2489 5.638739e-02
## x12MCx2496 4.654846e-02
## x12MCx2522 -5.930256e-02
## x12MCx2530 -5.381232e-02
## x12MCx2576 7.307098e-02
## x12MCx2667 -1.158287e-01
## x12MCx2701 9.563572e-02
## x12MCx2736 -2.860940e-02
## x12MCx2763 1.759320e-02
## x12MCx2778 5.730105e-02
## x12MCx2798 1.183337e-01
## x12MCx2849 -1.922018e-02
## x12MCx2993 -1.242952e-01
## x12MCx3006 -2.469202e-02
## x12MCx3026 -1.492292e-01
## x12MCx3046 -4.068219e-02
## x12MCx3072 -5.237724e-02
## x12MCx3082 -2.077126e-01
## x12MCx3113 -5.717883e-02
## x12MCx3117 -7.231837e-02
## x12MCx3125 -2.219441e-01
## x12MCx3230 1.105410e-01
## x12MCx3272 -4.034401e-02
## x12MCx3333 -6.483136e-02
## x12MCx3342 2.170913e-02
## x12MCx3344 6.336011e-02
## x12MCx3380 8.702729e-02
## x12MCx3392 -6.961801e-02
## x12MCx3424 -4.125321e-03
## x13MCx1175 2.062482e-02
## x13MCx1231 2.591983e-02
## x13MCx1299 -5.942008e-02
## x13MCx1419 -2.655322e-03
## x13MCx1506 -4.638747e-02
## x13MCx1608 1.884890e-02
## x13MCx1783 -5.428858e-02
## x13MCx1887 -6.750711e-02
## x13MCx2071 1.138503e-02
## x13MCx2129 1.142505e-01
## x13MCx2229 -5.914715e-02
## x13MCx2582 -3.944343e-02
## x13MCx3092 8.902828e-02
## x13MCx3274 -8.415704e-03
## x13MCx3399 -2.444279e-02
## x14MCx1338 3.997970e-03
## x14MCx2102 1.291826e-01
## x14MCx2548 8.898195e-04
## x14MCx2875 6.453747e-02
## x30MCx1130 4.624100e-02
## x30MCx1137 -1.732463e-01
## x30MCx1169 5.105771e-02
## x30MCx1183 -1.043606e-01
## x30MCx1188 -1.689024e-02
## x30MCx1195 -6.578183e-02
## x30MCx1197 8.857469e-02
## x30MCx1199 -1.887243e-02
## x30MCx1204 -1.675739e-02
## x30MCx1210 -1.222162e-02
## x30MCx1214 5.435169e-02
## x30MCx1217 1.262306e-02
## x30MCx1248 -6.837628e-02
## x30MCx1253 8.696507e-02
## x30MCx1262 5.806832e-02
## x30MCx1271 -1.578755e-01
## x30MCx1276 8.137388e-02
## x30MCx1293 1.225424e-01
## x30MCx1296 -4.173320e-03
## x30MCx1312 6.454044e-02
## x30MCx1331 -8.617838e-02
## x30MCx1346 1.187660e-01
## x30MCx1358 -1.000767e-01
## x30MCx1370 -8.204931e-02
## x30MCx1371 2.521423e-02
## x30MCx1372 1.540780e-02
## x30MCx1380 1.199377e-01
## x30MCx1400 -1.273813e-01
## x30MCx1401 -1.381510e-02
## x30MCx1406 7.828911e-05
## x30MCx1423 -3.743254e-03
## x30MCx1425 1.003749e-01
## x30MCx1430 -4.008739e-02
## x30MCx1449 4.954943e-02
## x30MCx1452 -2.981223e-02
## x30MCx1461 1.806227e-01
## x30MCx1474 -5.894408e-02
## x30MCx1477 -2.309211e-02
## x30MCx1509 2.884365e-02
## x30MCx1522 -1.559855e-02
## x30MCx1524 -1.021473e-01
## x30MCx1525 3.513010e-02
## x30MCx1544 1.233269e-01
## x30MCx1554 -7.920781e-02
## x30MCx1573 -1.004181e-01
## x30MCx1575 -6.241126e-02
## x30MCx1590 1.439634e-01
## x30MCx1594 -1.038231e-01
## x30MCx1607 -1.461458e-01
## x30MCx1609 1.824351e-02
## x30MCx1644 1.495243e-02
## x30MCx1662 -3.938116e-03
## x30MCx1674 2.854088e-03
## x30MCx1682 4.632064e-03
## x30MCx1683 8.823187e-02
## x30MCx1686 5.415173e-02
## x30MCx1688 -3.805373e-02
## x30MCx1691 -2.236943e-02
## x30MCx1696 -5.443122e-02
## x30MCx1707 -1.433427e-02
## x30MCx1741 -6.238789e-02
## x30MCx1750 4.820415e-03
## x30MCx1754 6.801150e-02
## x30MCx1761 -1.263473e-01
## x30MCx1762 -9.370365e-02
## x30MCx1765 -3.462589e-02
## x30MCx1767 1.090050e-02
## x30MCx1779 -4.113762e-03
## x30MCx1796 -4.490386e-03
## x30MCx1813 4.467296e-02
## x30MCx1832 4.465755e-02
## x30MCx1838 8.228159e-02
## x30MCx1840 1.002513e-01
## x30MCx1851 -2.679598e-02
## x30MCx1852 -6.991869e-02
## x30MCx1856 -2.790108e-03
## x30MCx1885 -1.818440e-02
## x30MCx1902 -1.791245e-02
## x30MCx1919 8.031778e-02
## x30MCx1924 1.401620e-01
## x30MCx1930 3.811160e-02
## x30MCx1935 -1.117163e-01
## x30MCx1938 1.485169e-01
## x30MCx1942 3.741623e-02
## x30MCx1956 -1.916628e-01
## x30MCx1957 1.165109e-01
## x30MCx1969 -5.053282e-02
## x30MCx1975 -1.772944e-01
## x30MCx1976 9.799474e-02
## x30MCx1987 2.035093e-01
## x30MCx1990 -1.035024e-02
## x30MCx2004 -2.018560e-01
## x30MCx2020 4.699452e-02
## x30MCx2023 9.081154e-02
## x30MCx2052 3.560466e-03
## x30MCx2065 8.539347e-02
## x30MCx2075 6.398430e-02
## x30MCx2080 -8.846243e-03
## x30MCx2082 -5.392758e-02
## x30MCx2089 -6.904974e-02
## x30MCx2116 1.466758e-01
## x30MCx2121 -6.009122e-03
## x30MCx2128 7.352017e-02
## x30MCx2137 1.753130e-02
## x30MCx2154 5.694082e-02
## x30MCx2156 1.038270e-02
## x30MCx2164 7.454794e-02
## x30MCx2165 4.775814e-02
## x30MCx2180 3.616956e-02
## x30MCx2181 -1.207798e-01
## x30MCx2197 2.644229e-02
## x30MCx2222 -4.573963e-02
## x30MCx2226 -2.676695e-02
## x30MCx2241 8.381455e-02
## x30MCx2255 -4.017920e-02
## x30MCx2261 1.343143e-01
## x30MCx2280 -3.187575e-02
## x30MCx2303 -5.989105e-02
## x30MCx2308 4.851750e-02
## x30MCx2314 -8.733763e-02
## x30MCx2318 -1.127977e-01
## x30MCx2364 5.150135e-02
## x30MCx2369 1.297235e-01
## x30MCx2394 -1.861609e-01
## x30MCx2403 -9.292236e-03
## x30MCx2410 4.949507e-02
## x30MCx2418 1.722983e-01
## x30MCx2432 -1.294530e-01
## x30MCx2434 7.142138e-02
## x30MCx2488 -4.731180e-02
## x30MCx2512 -5.029420e-02
## x30MCx2515 -1.324117e-02
## x30MCx2516 -1.577903e-01
## x30MCx2532 -2.117437e-03
## x30MCx2549 -5.225926e-02
## x30MCx2554 1.339794e-02
## x30MCx2558 2.290466e-02
## x30MCx2567 9.960429e-02
## x30MCx2584 3.315013e-02
## x30MCx2586 1.003645e-01
## x30MCx2592 1.016502e-01
## x30MCx2595 3.481563e-02
## x30MCx2618 2.642574e-02
## x30MCx2648 -5.518354e-02
## x30MCx2656 2.719302e-02
## x30MCx2671 -9.210459e-02
## x30MCx2684 -1.176937e-01
## x30MCx2690 1.103220e-01
## x30MCx2715 -4.473414e-02
## x30MCx2719 1.304734e-01
## x30MCx2723 4.611519e-02
## x30MCx2724 -2.134901e-03
## x30MCx2727 -6.276305e-02
## x30MCx2731 1.920576e-01
## x30MCx2774 1.699632e-01
## x30MCx2780 5.229752e-02
## x30MCx2785 -7.613072e-02
## x30MCx2788 3.197827e-02
## x30MCx2792 -6.281320e-03
## x30MCx2836 -1.647936e-01
## x30MCx2837 1.449634e-01
## x30MCx2855 7.503417e-02
## x30MCx2871 2.922245e-02
## x30MCx2890 -8.208116e-02
## x30MCx2898 5.447617e-03
## x30MCx2935 4.274808e-02
## x30MCx2940 -1.298274e-01
## x30MCx2944 1.413910e-01
## x30MCx2953 -5.738224e-02
## x30MCx2956 -7.490565e-03
## x30MCx2958 6.732132e-02
## x30MCx2970 -4.823143e-02
## x30MCx2974 5.992075e-02
## x30MCx2977 -2.067403e-01
## x30MCx2982 1.155572e-01
## x30MCx2983 -4.513259e-02
## x30MCx3003 -5.366466e-02
## x30MCx3007 9.857962e-02
## x30MCx3015 6.597887e-02
## x30MCx3018 -5.079211e-02
## x30MCx3038 -5.804264e-02
## x30MCx3045 9.070833e-02
## x30MCx3053 1.712874e-01
## x30MCx3064 -2.246929e-03
## x30MCx3066 4.747831e-02
## x30MCx3087 7.334730e-02
## x30MCx3120 4.310941e-02
## x30MCx3131 -6.986150e-02
## x30MCx3137 1.180402e-02
## x30MCx3143 -1.327794e-01
## x30MCx3147 -4.723993e-02
## x30MCx3154 -4.367411e-02
## x30MCx3155 4.157467e-02
## x30MCx3161 5.844601e-02
## x30MCx3186 4.664158e-02
## x30MCx3187 6.222282e-02
## x30MCx3203 1.433942e-01
## x30MCx3208 -5.177510e-02
## x30MCx3215 1.124705e-01
## x30MCx3220 -1.466905e-02
## x30MCx3225 -9.095041e-03
## x30MCx3244 -2.216418e-02
## x30MCx3249 3.587916e-02
## x30MCx3256 -5.682062e-02
## x30MCx3259 -5.392230e-02
## x30MCx3260 -7.352929e-02
## x30MCx3270 3.477504e-02
## x30MCx3279 8.885274e-02
## x30MCx3285 -1.609704e-01
## x30MCx3297 -8.537659e-02
## x30MCx3305 -4.210662e-02
## x30MCx3353 1.740471e-01
## x30MCx3360 -1.413752e-01
## x30MCx3367 -3.139718e-02
## x30MCx3372 1.664868e-01
## x30MCx3382 2.351753e-02
## x30MCx1731 4.957941e-02
## x30MCx2868 -6.899586e-02
## x30MCx3184 3.600294e-02
## x10MCx1626 -3.470660e-02
## x10MCx2535 1.283825e-01
## x12MCx1124 -4.507913e-02
## x12MCx1288 -1.350939e-01
## x12MCx1413 -1.561646e-02
## x12MCx1528 2.694875e-02
## x12MCx1700 -4.840017e-02
## x12MCx1743 -8.996883e-02
## x12MCx2383 -7.073110e-02
## x12MCx2466 3.170264e-02
## x12MCx2493 -3.744182e-02
## x12MCx2938 -1.614861e-01
## x12MCx2996 -8.125467e-02
## x12MCx3165 -1.245910e-01
##
## $adjusted_R2
## [1] 0.03794617
##
## $p_value
## value
## 4.031883e-07
##
## $plot
##
## $variance_explained
## [1] 1.321653e-01 8.768897e-02 6.054967e-02 4.062592e-02 2.243720e-02
## [6] 2.124238e-02 1.839077e-02 1.663625e-02 1.468250e-02 1.463041e-02
## [11] 1.359713e-02 1.208774e-02 1.185115e-02 1.090514e-02 1.073009e-02
## [16] 9.554333e-03 9.310788e-03 8.649744e-03 8.524363e-03 8.140948e-03
## [21] 7.949776e-03 7.595412e-03 7.086574e-03 7.052783e-03 6.980768e-03
## [26] 6.786125e-03 6.452960e-03 6.290318e-03 6.141058e-03 6.017337e-03
## [31] 5.801599e-03 5.686952e-03 5.520345e-03 5.435575e-03 5.250205e-03
## [36] 5.134178e-03 5.068075e-03 4.955526e-03 4.861919e-03 4.797168e-03
## [41] 4.769555e-03 4.589709e-03 4.463839e-03 4.361536e-03 4.311545e-03
## [46] 4.267369e-03 4.209128e-03 4.146562e-03 4.006638e-03 3.883306e-03
## [51] 3.834728e-03 3.735672e-03 3.721632e-03 3.619154e-03 3.502314e-03
## [56] 3.408902e-03 3.381116e-03 3.299189e-03 3.292854e-03 3.248227e-03
## [61] 3.205656e-03 3.166072e-03 3.106783e-03 3.041424e-03 3.002248e-03
## [66] 2.960244e-03 2.869361e-03 2.847727e-03 2.787567e-03 2.763870e-03
## [71] 2.725095e-03 2.706251e-03 2.683356e-03 2.634548e-03 2.591038e-03
## [76] 2.570126e-03 2.543298e-03 2.498802e-03 2.476136e-03 2.435465e-03
## [81] 2.393777e-03 2.376719e-03 2.350665e-03 2.321805e-03 2.295712e-03
## [86] 2.241228e-03 2.211121e-03 2.178051e-03 2.130243e-03 2.126878e-03
## [91] 2.104907e-03 2.096384e-03 2.059617e-03 2.022544e-03 1.999715e-03
## [96] 1.983476e-03 1.977991e-03 1.951854e-03 1.931020e-03 1.909067e-03
## [101] 1.874341e-03 1.867327e-03 1.842778e-03 1.822114e-03 1.801581e-03
## [106] 1.766278e-03 1.735895e-03 1.726067e-03 1.706584e-03 1.674763e-03
## [111] 1.661177e-03 1.654743e-03 1.627358e-03 1.625937e-03 1.611530e-03
## [116] 1.582598e-03 1.574382e-03 1.555702e-03 1.534379e-03 1.507453e-03
## [121] 1.498943e-03 1.466907e-03 1.459918e-03 1.442252e-03 1.430841e-03
## [126] 1.410302e-03 1.398409e-03 1.394261e-03 1.386710e-03 1.368265e-03
## [131] 1.351622e-03 1.339811e-03 1.311159e-03 1.306376e-03 1.295776e-03
## [136] 1.279019e-03 1.270461e-03 1.261099e-03 1.258824e-03 1.249767e-03
## [141] 1.239773e-03 1.225558e-03 1.215284e-03 1.207594e-03 1.184243e-03
## [146] 1.173210e-03 1.156293e-03 1.147838e-03 1.141045e-03 1.127182e-03
## [151] 1.114120e-03 1.100344e-03 1.096484e-03 1.092810e-03 1.084479e-03
## [156] 1.079324e-03 1.062818e-03 1.053117e-03 1.041248e-03 1.035072e-03
## [161] 1.015882e-03 9.986696e-04 9.898416e-04 9.837753e-04 9.800913e-04
## [166] 9.641473e-04 9.528354e-04 9.493798e-04 9.358992e-04 9.260684e-04
## [171] 9.190731e-04 9.152603e-04 9.035250e-04 8.982795e-04 8.829267e-04
## [176] 8.703151e-04 8.658380e-04 8.606865e-04 8.508813e-04 8.455104e-04
## [181] 8.384100e-04 8.204973e-04 8.165488e-04 8.116275e-04 8.045814e-04
## [186] 7.983291e-04 7.930882e-04 7.883505e-04 7.718402e-04 7.682991e-04
## [191] 7.645107e-04 7.483893e-04 7.440420e-04 7.400623e-04 7.390189e-04
## [196] 7.326484e-04 7.207423e-04 7.104842e-04 7.053825e-04 6.921625e-04
## [201] 6.864640e-04 6.796499e-04 6.761660e-04 6.723664e-04 6.635261e-04
## [206] 6.603258e-04 6.544100e-04 6.479456e-04 6.466647e-04 6.359901e-04
## [211] 6.337927e-04 6.265787e-04 6.182835e-04 6.137728e-04 6.100019e-04
## [216] 6.046203e-04 5.979360e-04 5.894522e-04 5.819774e-04 5.735109e-04
## [221] 5.676018e-04 5.591331e-04 5.561034e-04 5.531578e-04 5.493301e-04
## [226] 5.441813e-04 5.397227e-04 5.351254e-04 5.307387e-04 5.268698e-04
## [231] 5.176149e-04 5.146608e-04 5.114394e-04 5.042948e-04 4.968979e-04
## [236] 4.887396e-04 4.868140e-04 4.776374e-04 4.761778e-04 4.703426e-04
## [241] 4.638548e-04 4.620689e-04 4.528993e-04 4.482687e-04 4.475278e-04
## [246] 4.432608e-04 4.393605e-04 4.368357e-04 4.246050e-04 4.229343e-04
## [251] 4.196815e-04 4.182655e-04 4.127157e-04 4.045682e-04 3.989786e-04
## [256] 3.976214e-04 3.917360e-04 3.881210e-04 3.826480e-04 3.759254e-04
## [261] 3.738818e-04 3.710175e-04 3.669762e-04 3.622481e-04 3.585873e-04
## [266] 3.558243e-04 3.491785e-04 3.458637e-04 3.439279e-04 3.393230e-04
## [271] 3.376086e-04 3.307778e-04 3.273143e-04 3.249111e-04 3.234981e-04
## [276] 3.174199e-04 3.127753e-04 3.073321e-04 3.044674e-04 3.025067e-04
## [281] 2.951065e-04 2.944784e-04 2.919351e-04 2.892315e-04 2.832859e-04
## [286] 2.822379e-04 2.779857e-04 2.753967e-04 2.717638e-04 2.678291e-04
## [291] 2.672292e-04 2.611973e-04 2.565088e-04 2.558961e-04 2.506086e-04
## [296] 2.482989e-04 2.414296e-04 2.397899e-04 2.365502e-04 2.352290e-04
## [301] 2.323899e-04 2.280537e-04 2.213028e-04 2.188037e-04 2.142649e-04
## [306] 2.100792e-04 2.067320e-04 2.053777e-04 2.026671e-04 2.018230e-04
## [311] 1.980526e-04 1.904292e-04 1.894716e-04 1.864499e-04 1.850811e-04
## [316] 1.834166e-04 1.796908e-04 1.744401e-04 1.729305e-04 1.684677e-04
## [321] 1.660478e-04 1.636391e-04 1.595591e-04 1.562616e-04 1.529729e-04
## [326] 1.517654e-04 1.488815e-04 1.463277e-04 1.433533e-04 1.423014e-04
## [331] 1.390198e-04 1.359203e-04 1.348303e-04 1.299133e-04 1.281431e-04
## [336] 1.276462e-04 1.213506e-04 1.187774e-04 1.131342e-04 1.114007e-04
## [341] 1.094324e-04 1.091030e-04 1.073766e-04 1.050688e-04 1.031345e-04
## [346] 9.707818e-05 9.438206e-05 9.345906e-05 9.193936e-05 8.864049e-05
## [351] 8.432943e-05 8.285332e-05 7.953285e-05 7.874769e-05 7.639815e-05
## [356] 7.302528e-05 7.190236e-05 7.126995e-05 7.040145e-05 6.784235e-05
## [361] 6.518675e-05 6.345800e-05 6.038793e-05 5.941359e-05 5.445495e-05
## [366] 5.202175e-05 5.030840e-05 4.815442e-05 4.794592e-05 4.516684e-05
## [371] 4.057110e-05 3.668717e-05 3.564962e-05 3.524979e-05 3.367417e-05
## [376] 3.066612e-05 2.907986e-05 2.655688e-05 2.372950e-05 2.284795e-05
## [381] 1.961544e-05 1.749091e-05 1.492784e-05 1.186211e-05 1.019587e-05
## [386] 9.477710e-06 7.626018e-06 6.570130e-06 5.932971e-06 1.620571e-06
## [391] 1.338307e-06 -1.870985e-17 -1.349702e-06 -2.883140e-06 -4.203080e-06
## [396] -7.717086e-06 -9.861596e-06 -1.198816e-05 -1.321449e-05 -1.498917e-05
## [401] -1.659298e-05 -1.920996e-05 -2.111557e-05 -2.412200e-05 -2.437407e-05
## [406] -2.551218e-05 -2.647626e-05 -2.789977e-05 -2.931594e-05 -3.373566e-05
## [411] -3.486207e-05 -3.823380e-05 -3.866737e-05 -4.067269e-05 -4.268700e-05
## [416] -4.294409e-05 -4.576562e-05 -4.686890e-05 -4.942692e-05 -5.133282e-05
## [421] -5.314809e-05 -5.394057e-05 -5.620284e-05 -5.711008e-05 -5.976065e-05
## [426] -6.131710e-05 -6.215567e-05 -6.311298e-05 -6.483212e-05 -6.750721e-05
## [431] -6.918466e-05 -7.195877e-05 -7.199284e-05 -7.432005e-05 -7.478917e-05
## [436] -7.638996e-05 -7.963144e-05 -8.193325e-05 -8.270950e-05 -8.372708e-05
## [441] -8.506837e-05 -8.649832e-05 -8.722639e-05 -9.038460e-05 -9.074864e-05
## [446] -9.260406e-05 -9.388328e-05 -9.512934e-05 -9.627572e-05 -9.853415e-05
## [451] -9.959154e-05 -1.010476e-04 -1.024710e-04 -1.040793e-04 -1.049315e-04
## [456] -1.073156e-04 -1.092401e-04 -1.107808e-04 -1.112678e-04 -1.136043e-04
## [461] -1.147101e-04 -1.166354e-04 -1.174895e-04 -1.181992e-04 -1.207153e-04
## [466] -1.209009e-04 -1.226239e-04 -1.237143e-04 -1.260680e-04 -1.273862e-04
## [471] -1.279492e-04 -1.303486e-04 -1.305193e-04 -1.323121e-04 -1.331228e-04
## [476] -1.343140e-04 -1.353673e-04 -1.380034e-04 -1.390179e-04 -1.407401e-04
## [481] -1.432556e-04 -1.441151e-04 -1.445929e-04 -1.462765e-04 -1.464146e-04
## [486] -1.492066e-04 -1.509739e-04 -1.522748e-04 -1.534072e-04 -1.548708e-04
## [491] -1.551870e-04 -1.560921e-04 -1.579042e-04 -1.591345e-04 -1.598855e-04
## [496] -1.623456e-04 -1.629268e-04 -1.632124e-04 -1.649770e-04 -1.681378e-04
## [501] -1.696025e-04 -1.702991e-04 -1.707788e-04 -1.727456e-04 -1.744291e-04
## [506] -1.756015e-04 -1.761279e-04 -1.774330e-04 -1.786463e-04 -1.790221e-04
## [511] -1.810208e-04 -1.814839e-04 -1.838277e-04 -1.854665e-04 -1.860751e-04
## [516] -1.865867e-04 -1.881895e-04 -1.884773e-04 -1.906462e-04 -1.923582e-04
## [521] -1.937866e-04 -1.953820e-04 -1.958180e-04 -1.961516e-04 -1.974538e-04
## [526] -1.988818e-04 -2.002671e-04 -2.024507e-04 -2.032488e-04 -2.035208e-04
## [531] -2.041066e-04 -2.044326e-04 -2.056014e-04 -2.070359e-04 -2.089285e-04
## [536] -2.092077e-04 -2.097278e-04 -2.107682e-04 -2.114311e-04 -2.132221e-04
## [541] -2.148662e-04 -2.154612e-04 -2.160521e-04 -2.183079e-04 -2.187966e-04
## [546] -2.200508e-04 -2.214073e-04 -2.215447e-04 -2.225054e-04 -2.236905e-04
## [551] -2.252541e-04 -2.268685e-04 -2.272575e-04 -2.281633e-04 -2.292899e-04
## [556] -2.301409e-04 -2.318638e-04 -2.329982e-04 -2.346695e-04 -2.348047e-04
## [561] -2.355188e-04 -2.368533e-04 -2.376901e-04 -2.388599e-04 -2.399154e-04
## [566] -2.403380e-04 -2.417888e-04 -2.437302e-04 -2.447860e-04 -2.460921e-04
## [571] -2.472293e-04 -2.484145e-04 -2.491783e-04 -2.509339e-04 -2.515683e-04
## [576] -2.531452e-04 -2.539318e-04 -2.545698e-04 -2.553871e-04 -2.559578e-04
## [581] -2.576565e-04 -2.581009e-04 -2.586323e-04 -2.597197e-04 -2.609459e-04
## [586] -2.613960e-04 -2.620205e-04 -2.644654e-04 -2.656892e-04 -2.666524e-04
## [591] -2.673337e-04 -2.681790e-04 -2.689225e-04 -2.698562e-04 -2.715129e-04
## [596] -2.720379e-04 -2.727594e-04 -2.745122e-04 -2.752390e-04 -2.755810e-04
## [601] -2.768072e-04 -2.780858e-04 -2.790473e-04 -2.801317e-04 -2.803586e-04
## [606] -2.820192e-04 -2.832625e-04 -2.854305e-04 -2.857144e-04 -2.876815e-04
## [611] -2.878380e-04 -2.884538e-04 -2.891541e-04 -2.907250e-04 -2.917539e-04
## [616] -2.932195e-04 -2.943748e-04 -2.957441e-04 -2.973452e-04 -2.985603e-04
## [621] -2.994890e-04 -3.002264e-04 -3.005662e-04 -3.022601e-04 -3.044719e-04
## [626] -3.051538e-04 -3.059363e-04 -3.063682e-04 -3.074674e-04 -3.082755e-04
## [631] -3.083657e-04 -3.100345e-04 -3.107357e-04 -3.113755e-04 -3.128002e-04
## [636] -3.152364e-04 -3.159414e-04 -3.166804e-04 -3.176924e-04 -3.181594e-04
## [641] -3.189197e-04 -3.203625e-04 -3.207713e-04 -3.216369e-04 -3.230945e-04
## [646] -3.240258e-04 -3.248874e-04 -3.262363e-04 -3.275372e-04 -3.284015e-04
## [651] -3.297455e-04 -3.303071e-04 -3.309880e-04 -3.320454e-04 -3.329779e-04
## [656] -3.336239e-04 -3.362126e-04 -3.372244e-04 -3.378039e-04 -3.385448e-04
## [661] -3.409595e-04 -3.411858e-04 -3.418127e-04 -3.431766e-04 -3.434815e-04
## [666] -3.449635e-04 -3.463667e-04 -3.472854e-04 -3.485725e-04 -3.502785e-04
## [671] -3.509747e-04 -3.520566e-04 -3.531638e-04 -3.551601e-04 -3.560203e-04
## [676] -3.566418e-04 -3.570847e-04 -3.585310e-04 -3.602744e-04 -3.610967e-04
## [681] -3.616566e-04 -3.629638e-04 -3.636405e-04 -3.639353e-04 -3.651109e-04
## [686] -3.669613e-04 -3.690309e-04 -3.699639e-04 -3.703569e-04 -3.713535e-04
## [691] -3.726638e-04 -3.740567e-04 -3.754701e-04 -3.761194e-04 -3.767864e-04
## [696] -3.777213e-04 -3.799030e-04 -3.808267e-04 -3.819755e-04 -3.834857e-04
## [701] -3.837790e-04 -3.853880e-04 -3.869188e-04 -3.883399e-04 -3.889301e-04
## [706] -3.901344e-04 -3.912256e-04 -3.932254e-04 -3.936947e-04 -3.951814e-04
## [711] -3.958712e-04 -3.967776e-04 -3.978265e-04 -3.997660e-04 -4.007556e-04
## [716] -4.019238e-04 -4.034114e-04 -4.035403e-04 -4.050289e-04 -4.052541e-04
## [721] -4.080345e-04 -4.090834e-04 -4.094695e-04 -4.112698e-04 -4.125872e-04
## [726] -4.128478e-04 -4.152092e-04 -4.155626e-04 -4.167706e-04 -4.188249e-04
## [731] -4.204053e-04 -4.221612e-04 -4.236266e-04 -4.245767e-04 -4.263832e-04
## [736] -4.284551e-04 -4.297482e-04 -4.303285e-04 -4.317808e-04 -4.335885e-04
## [741] -4.344217e-04 -4.347616e-04 -4.364964e-04 -4.373818e-04 -4.391172e-04
## [746] -4.417590e-04 -4.426768e-04 -4.430735e-04 -4.453556e-04 -4.473394e-04
## [751] -4.485087e-04 -4.501493e-04 -4.523150e-04 -4.533902e-04 -4.543564e-04
## [756] -4.557795e-04 -4.581434e-04 -4.598238e-04 -4.612678e-04 -4.626799e-04
## [761] -4.631666e-04 -4.660877e-04 -4.675214e-04 -4.688232e-04 -4.705382e-04
## [766] -4.714715e-04 -4.726896e-04 -4.763119e-04 -4.768514e-04 -4.786020e-04
## [771] -4.799153e-04 -4.815614e-04 -4.850054e-04 -4.855409e-04 -4.881833e-04
## [776] -4.902842e-04 -4.914433e-04 -4.925805e-04 -4.956809e-04 -4.970936e-04
## [781] -4.999324e-04 -5.013989e-04 -5.034043e-04 -5.052258e-04 -5.068240e-04
## [786] -5.097517e-04 -5.117376e-04 -5.139094e-04 -5.152766e-04 -5.167250e-04
## [791] -5.218357e-04 -5.230191e-04 -5.246908e-04 -5.272537e-04 -5.275848e-04
## [796] -5.295720e-04 -5.322458e-04 -5.370438e-04 -5.410951e-04 -5.423297e-04
## [801] -5.433727e-04 -5.453020e-04 -5.463111e-04 -5.540516e-04 -5.583612e-04
## [806] -5.641356e-04 -5.649842e-04 -5.691719e-04 -5.696339e-04 -5.728347e-04
## [811] -5.776630e-04 -5.794638e-04 -5.803156e-04 -5.841033e-04 -5.900049e-04
## [816] -5.951381e-04 -5.975822e-04 -6.050135e-04 -6.089236e-04 -6.105383e-04
## [821] -6.156085e-04 -6.217391e-04 -6.233087e-04 -6.304951e-04 -6.345962e-04
## [826] -6.480228e-04 -6.499241e-04 -6.563191e-04 -6.636438e-04 -6.666413e-04
## [831] -6.714717e-04 -6.816697e-04 -6.822580e-04 -7.032081e-04 -7.134800e-04
## [836] -7.253936e-04 -7.299377e-04 -7.378999e-04 -7.480423e-04 -7.599188e-04
## [841] -7.851336e-04 -7.904235e-04 -8.224269e-04 -8.353448e-04 -8.391237e-04
## [846] -8.502769e-04 -8.840958e-04 -9.142714e-04 -9.204617e-04 -9.839130e-04
## [851] -1.040658e-03 -1.134349e-03 -1.435179e-03 -2.275339e-03
evaluate_consistency_metrics(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores)
## $trustworthiness
## [1] 0.631316
##
## $continuity
## [1] 0.8606687
##
## $mantel_statistic
## [1] 0.3142657
##
## $mantel_p
## [1] 0.001
cjtt_u_test(dist_bray_filt, BMI_filt, var_method = "analytic")
## $U_statistic
## [1] 0.06159278
##
## $variance
## [1] 0.0005198166
##
## $z_score
## [1] 2.701498
##
## $p_value
## [1] 0.00690278
##
## $method
## [1] "analytic"
gco_decomposition(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores)
## consistency_score outlier class
## 1 0.0 FALSE C-type
## 2 0.0 FALSE C-type
## 3 0.0 FALSE C-type
## 4 0.0 FALSE C-type
## 5 0.2 TRUE O-type
## 6 0.1 FALSE C-type
## 7 0.0 FALSE C-type
## 8 0.0 FALSE C-type
## 9 0.0 FALSE C-type
## 10 0.0 FALSE C-type
## 11 0.0 FALSE C-type
## 12 0.0 FALSE C-type
## 13 0.1 FALSE C-type
## 14 0.0 FALSE C-type
## 15 0.0 FALSE C-type
## 16 0.0 FALSE C-type
## 17 0.0 FALSE C-type
## 18 0.0 FALSE C-type
## 19 0.0 FALSE C-type
## 20 0.0 FALSE C-type
## 21 0.0 FALSE C-type
## 22 0.0 FALSE C-type
## 23 0.0 FALSE C-type
## 24 0.6 TRUE O-type
## 25 0.1 FALSE C-type
## 26 0.0 FALSE C-type
## 27 0.3 TRUE O-type
## 28 0.0 FALSE C-type
## 29 0.0 FALSE C-type
## 30 0.1 FALSE C-type
## 31 0.1 FALSE C-type
## 32 0.1 FALSE C-type
## 33 0.1 FALSE C-type
## 34 0.0 FALSE C-type
## 35 0.0 FALSE C-type
## 36 0.0 FALSE C-type
## 37 0.1 FALSE C-type
## 38 0.1 FALSE C-type
## 39 0.0 FALSE C-type
## 40 0.0 FALSE C-type
## 41 0.0 FALSE C-type
## 42 0.2 FALSE Intermediate
## 43 0.0 FALSE C-type
## 44 0.1 FALSE C-type
## 45 0.0 FALSE C-type
## 46 0.0 FALSE C-type
## 47 0.1 FALSE C-type
## 48 0.0 FALSE C-type
## 49 0.0 FALSE C-type
## 50 0.0 FALSE C-type
## 51 0.1 FALSE C-type
## 52 0.0 FALSE C-type
## 53 0.1 FALSE C-type
## 54 0.0 FALSE C-type
## 55 0.0 FALSE C-type
## 56 0.0 FALSE C-type
## 57 0.1 FALSE C-type
## 58 0.0 FALSE C-type
## 59 0.2 FALSE Intermediate
## 60 0.0 FALSE C-type
## 61 0.0 FALSE C-type
## 62 0.3 FALSE Intermediate
## 63 0.0 FALSE C-type
## 64 0.1 FALSE C-type
## 65 0.0 FALSE C-type
## 66 0.1 FALSE C-type
## 67 0.1 FALSE C-type
## 68 0.1 FALSE C-type
## 69 0.0 FALSE C-type
## 70 0.1 FALSE C-type
## 71 0.0 FALSE C-type
## 72 0.1 FALSE C-type
## 73 0.0 FALSE C-type
## 74 0.1 FALSE C-type
## 75 0.0 FALSE C-type
## 76 0.0 FALSE C-type
## 77 0.0 FALSE C-type
## 78 0.0 FALSE C-type
## 79 0.0 FALSE C-type
## 80 0.1 TRUE O-type
## 81 0.0 FALSE C-type
## 82 0.0 FALSE C-type
## 83 0.2 FALSE Intermediate
## 84 0.2 FALSE Intermediate
## 85 0.0 FALSE C-type
## 86 0.0 FALSE C-type
## 87 0.0 TRUE O-type
## 88 0.0 FALSE C-type
## 89 0.0 FALSE C-type
## 90 0.1 FALSE C-type
## 91 0.1 FALSE C-type
## 92 0.2 TRUE O-type
## 93 0.0 FALSE C-type
## 94 0.0 FALSE C-type
## 95 0.1 FALSE C-type
## 96 0.1 FALSE C-type
## 97 0.2 TRUE O-type
## 98 0.1 FALSE C-type
## 99 0.1 FALSE C-type
## 100 0.1 FALSE C-type
## 101 0.1 FALSE C-type
## 102 0.0 FALSE C-type
## 103 0.1 FALSE C-type
## 104 0.1 FALSE C-type
## 105 0.2 FALSE Intermediate
## 106 0.1 FALSE C-type
## 107 0.0 FALSE C-type
## 108 0.2 FALSE Intermediate
## 109 0.0 FALSE C-type
## 110 0.1 FALSE C-type
## 111 0.2 FALSE Intermediate
## 112 0.0 FALSE C-type
## 113 0.1 FALSE C-type
## 114 0.1 FALSE C-type
## 115 0.0 FALSE C-type
## 116 0.1 FALSE C-type
## 117 0.0 FALSE C-type
## 118 0.0 FALSE C-type
## 119 0.0 FALSE C-type
## 120 0.1 FALSE C-type
## 121 0.0 FALSE C-type
## 122 0.1 FALSE C-type
## 123 0.0 FALSE C-type
## 124 0.1 FALSE C-type
## 125 0.1 FALSE C-type
## 126 0.0 TRUE O-type
## 127 0.1 FALSE C-type
## 128 0.0 FALSE C-type
## 129 0.0 FALSE C-type
## 130 0.2 FALSE Intermediate
## 131 0.1 FALSE C-type
## 132 0.0 TRUE O-type
## 133 0.0 FALSE C-type
## 134 0.1 FALSE C-type
## 135 0.3 FALSE Intermediate
## 136 0.1 FALSE C-type
## 137 0.0 FALSE C-type
## 138 0.0 FALSE C-type
## 139 0.0 FALSE C-type
## 140 0.0 FALSE C-type
## 141 0.1 FALSE C-type
## 142 0.1 FALSE C-type
## 143 0.2 FALSE Intermediate
## 144 0.0 FALSE C-type
## 145 0.0 FALSE C-type
## 146 0.1 FALSE C-type
## 147 0.0 FALSE C-type
## 148 0.0 FALSE C-type
## 149 0.1 FALSE C-type
## 150 0.0 FALSE C-type
## 151 0.0 FALSE C-type
## 152 0.0 FALSE C-type
## 153 0.0 FALSE C-type
## 154 0.0 FALSE C-type
## 155 0.0 FALSE C-type
## 156 0.0 FALSE C-type
## 157 0.1 FALSE C-type
## 158 0.0 FALSE C-type
## 159 0.1 FALSE C-type
## 160 0.1 FALSE C-type
## 161 0.1 FALSE C-type
## 162 0.2 FALSE Intermediate
## 163 0.1 FALSE C-type
## 164 0.0 FALSE C-type
## 165 0.1 FALSE C-type
## 166 0.1 FALSE C-type
## 167 0.0 FALSE C-type
## 168 0.1 FALSE C-type
## 169 0.1 FALSE C-type
## 170 0.1 FALSE C-type
## 171 0.1 FALSE C-type
## 172 0.0 FALSE C-type
## 173 0.1 FALSE C-type
## 174 0.0 FALSE C-type
## 175 0.1 FALSE C-type
## 176 0.0 FALSE C-type
## 177 0.0 FALSE C-type
## 178 0.1 FALSE C-type
## 179 0.0 TRUE O-type
## 180 0.1 FALSE C-type
## 181 0.1 FALSE C-type
## 182 0.0 FALSE C-type
## 183 0.0 FALSE C-type
## 184 0.2 FALSE Intermediate
## 185 0.2 FALSE Intermediate
## 186 0.0 FALSE C-type
## 187 0.0 FALSE C-type
## 188 0.2 FALSE Intermediate
## 189 0.1 FALSE C-type
## 190 0.0 FALSE C-type
## 191 0.8 TRUE O-type
## 192 0.0 FALSE C-type
## 193 0.2 FALSE Intermediate
## 194 0.0 FALSE C-type
## 195 0.0 FALSE C-type
## 196 0.1 FALSE C-type
## 197 0.2 FALSE Intermediate
## 198 0.1 FALSE C-type
## 199 0.0 FALSE C-type
## 200 0.1 FALSE C-type
## 201 0.0 FALSE C-type
## 202 0.0 FALSE C-type
## 203 0.0 FALSE C-type
## 204 0.1 FALSE C-type
## 205 0.0 FALSE C-type
## 206 0.1 FALSE C-type
## 207 0.0 FALSE C-type
## 208 0.2 FALSE Intermediate
## 209 0.0 FALSE C-type
## 210 0.1 FALSE C-type
## 211 0.2 FALSE Intermediate
## 212 0.4 TRUE O-type
## 213 0.0 FALSE C-type
## 214 0.0 FALSE C-type
## 215 0.1 FALSE C-type
## 216 0.1 FALSE C-type
## 217 0.0 FALSE C-type
## 218 0.0 FALSE C-type
## 219 0.0 FALSE C-type
## 220 0.0 FALSE C-type
## 221 0.1 FALSE C-type
## 222 0.1 FALSE C-type
## 223 0.2 FALSE Intermediate
## 224 0.0 TRUE O-type
## 225 0.0 FALSE C-type
## 226 0.0 TRUE O-type
## 227 0.0 FALSE C-type
## 228 0.1 FALSE C-type
## 229 0.0 FALSE C-type
## 230 0.1 FALSE C-type
## 231 0.0 FALSE C-type
## 232 0.1 FALSE C-type
## 233 0.0 FALSE C-type
## 234 0.1 FALSE C-type
## 235 0.0 FALSE C-type
## 236 0.1 FALSE C-type
## 237 0.1 FALSE C-type
## 238 0.1 FALSE C-type
## 239 0.1 FALSE C-type
## 240 0.1 FALSE C-type
## 241 0.0 FALSE C-type
## 242 0.0 FALSE C-type
## 243 0.1 FALSE C-type
## 244 0.0 FALSE C-type
## 245 0.3 TRUE O-type
## 246 0.0 FALSE C-type
## 247 0.3 FALSE Intermediate
## 248 0.0 FALSE C-type
## 249 0.0 FALSE C-type
## 250 0.0 FALSE C-type
## 251 0.1 FALSE C-type
## 252 0.0 FALSE C-type
## 253 0.0 FALSE C-type
## 254 0.0 FALSE C-type
## 255 0.2 FALSE Intermediate
## 256 0.2 FALSE Intermediate
## 257 0.0 FALSE C-type
## 258 0.1 FALSE C-type
## 259 0.1 FALSE C-type
## 260 0.0 FALSE C-type
## 261 0.1 FALSE C-type
## 262 0.0 FALSE C-type
## 263 0.0 FALSE C-type
## 264 0.2 FALSE Intermediate
## 265 0.1 FALSE C-type
## 266 0.1 FALSE C-type
## 267 0.0 FALSE C-type
## 268 0.2 FALSE Intermediate
## 269 0.1 FALSE C-type
## 270 0.2 FALSE Intermediate
## 271 0.0 FALSE C-type
## 272 0.0 FALSE C-type
## 273 0.0 FALSE C-type
## 274 0.0 FALSE C-type
## 275 0.0 TRUE O-type
## 276 0.1 FALSE C-type
## 277 0.2 FALSE Intermediate
## 278 0.1 FALSE C-type
## 279 0.0 FALSE C-type
## 280 0.1 TRUE O-type
## 281 0.1 FALSE C-type
## 282 0.1 FALSE C-type
## 283 0.0 FALSE C-type
## 284 0.1 FALSE C-type
## 285 0.0 FALSE C-type
## 286 0.0 FALSE C-type
## 287 0.1 FALSE C-type
## 288 0.0 FALSE C-type
## 289 0.0 FALSE C-type
## 290 0.1 FALSE C-type
## 291 0.0 FALSE C-type
## 292 0.0 FALSE C-type
## 293 0.2 FALSE Intermediate
## 294 0.0 FALSE C-type
## 295 0.0 FALSE C-type
## 296 0.0 FALSE C-type
## 297 0.0 FALSE C-type
## 298 0.0 FALSE C-type
## 299 0.0 FALSE C-type
## 300 0.0 FALSE C-type
## 301 0.0 FALSE C-type
## 302 0.0 FALSE C-type
## 303 0.0 FALSE C-type
## 304 0.1 FALSE C-type
## 305 0.1 FALSE C-type
## 306 0.1 FALSE C-type
## 307 0.0 FALSE C-type
## 308 0.1 FALSE C-type
## 309 0.2 FALSE Intermediate
## 310 0.0 FALSE C-type
## 311 0.1 FALSE C-type
## 312 0.0 FALSE C-type
## 313 0.0 FALSE C-type
## 314 0.1 FALSE C-type
## 315 0.0 FALSE C-type
## 316 0.1 FALSE C-type
## 317 0.0 FALSE C-type
## 318 0.0 FALSE C-type
## 319 0.1 FALSE C-type
## 320 0.0 FALSE C-type
## 321 0.0 FALSE C-type
## 322 0.0 FALSE C-type
## 323 0.1 FALSE C-type
## 324 0.0 FALSE C-type
## 325 0.2 FALSE Intermediate
## 326 0.0 FALSE C-type
## 327 0.1 FALSE C-type
## 328 0.3 FALSE Intermediate
## 329 0.0 FALSE C-type
## 330 0.1 FALSE C-type
## 331 0.0 FALSE C-type
## 332 0.3 FALSE Intermediate
## 333 0.1 FALSE C-type
## 334 0.0 FALSE C-type
## 335 0.1 FALSE C-type
## 336 0.0 FALSE C-type
## 337 0.2 FALSE Intermediate
## 338 0.1 FALSE C-type
## 339 0.0 FALSE C-type
## 340 0.0 FALSE C-type
## 341 0.1 FALSE C-type
## 342 0.1 FALSE C-type
## 343 0.0 FALSE C-type
## 344 0.0 FALSE C-type
## 345 0.0 FALSE C-type
## 346 0.0 FALSE C-type
## 347 0.3 FALSE Intermediate
## 348 0.0 FALSE C-type
## 349 0.0 FALSE C-type
## 350 0.1 TRUE O-type
## 351 0.1 FALSE C-type
## 352 0.0 FALSE C-type
## 353 0.0 FALSE C-type
## 354 0.1 FALSE C-type
## 355 0.0 FALSE C-type
## 356 0.2 FALSE Intermediate
## 357 0.0 FALSE C-type
## 358 0.0 FALSE C-type
## 359 0.0 FALSE C-type
## 360 0.0 FALSE C-type
## 361 0.0 TRUE O-type
## 362 0.0 FALSE C-type
## 363 0.1 FALSE C-type
## 364 0.1 FALSE C-type
## 365 0.0 FALSE C-type
## 366 0.0 FALSE C-type
## 367 0.1 FALSE C-type
## 368 0.2 FALSE Intermediate
## 369 0.1 FALSE C-type
## 370 0.0 FALSE C-type
## 371 0.0 FALSE C-type
## 372 0.0 FALSE C-type
## 373 0.3 FALSE Intermediate
## 374 0.0 FALSE C-type
## 375 0.1 FALSE C-type
## 376 0.0 FALSE C-type
## 377 0.1 FALSE C-type
## 378 0.0 FALSE C-type
## 379 0.0 FALSE C-type
## 380 0.1 FALSE C-type
## 381 0.1 FALSE C-type
## 382 0.3 TRUE O-type
## 383 0.0 FALSE C-type
## 384 0.1 FALSE C-type
## 385 0.0 FALSE C-type
## 386 0.0 TRUE O-type
## 387 0.1 FALSE C-type
## 388 0.0 TRUE O-type
## 389 0.1 FALSE C-type
## 390 0.1 FALSE C-type
## 391 0.1 FALSE C-type
## 392 0.0 FALSE C-type
## 393 0.0 FALSE C-type
## 394 0.0 FALSE C-type
## 395 0.0 FALSE C-type
## 396 0.1 FALSE C-type
## 397 0.0 FALSE C-type
## 398 0.1 FALSE C-type
## 399 0.1 FALSE C-type
## 400 0.0 FALSE C-type
## 401 0.1 FALSE C-type
## 402 0.1 FALSE C-type
## 403 0.0 FALSE C-type
## 404 0.0 FALSE C-type
## 405 0.1 FALSE C-type
## 406 0.1 FALSE C-type
## 407 0.0 FALSE C-type
## 408 0.0 FALSE C-type
## 409 0.0 FALSE C-type
## 410 0.1 FALSE C-type
## 411 0.6 TRUE O-type
## 412 0.1 FALSE C-type
## 413 0.0 FALSE C-type
## 414 0.0 FALSE C-type
## 415 0.1 FALSE C-type
## 416 0.0 FALSE C-type
## 417 0.1 FALSE C-type
## 418 0.0 FALSE C-type
## 419 0.0 FALSE C-type
## 420 0.0 FALSE C-type
## 421 0.1 FALSE C-type
## 422 0.0 FALSE C-type
## 423 0.0 FALSE C-type
## 424 0.1 FALSE C-type
## 425 0.0 FALSE C-type
## 426 0.6 TRUE O-type
## 427 0.0 FALSE C-type
## 428 0.0 FALSE C-type
## 429 0.2 FALSE Intermediate
## 430 0.2 FALSE Intermediate
## 431 0.0 FALSE C-type
## 432 0.1 FALSE C-type
## 433 0.2 FALSE Intermediate
## 434 0.0 FALSE C-type
## 435 0.1 FALSE C-type
## 436 0.0 FALSE C-type
## 437 0.0 FALSE C-type
## 438 0.0 FALSE C-type
## 439 0.1 FALSE C-type
## 440 0.0 FALSE C-type
## 441 0.2 FALSE Intermediate
## 442 0.0 FALSE C-type
## 443 0.0 FALSE C-type
## 444 0.0 FALSE C-type
## 445 0.0 FALSE C-type
## 446 0.0 TRUE O-type
## 447 0.1 FALSE C-type
## 448 0.1 FALSE C-type
## 449 0.1 FALSE C-type
## 450 0.0 FALSE C-type
## 451 0.2 FALSE Intermediate
## 452 0.1 FALSE C-type
## 453 0.1 FALSE C-type
## 454 0.2 FALSE Intermediate
## 455 0.0 FALSE C-type
## 456 0.1 FALSE C-type
## 457 0.3 FALSE Intermediate
## 458 0.0 FALSE C-type
## 459 0.0 FALSE C-type
## 460 0.0 FALSE C-type
## 461 0.0 FALSE C-type
## 462 0.7 TRUE O-type
## 463 0.0 FALSE C-type
## 464 0.2 FALSE Intermediate
## 465 0.1 FALSE C-type
## 466 0.1 FALSE C-type
## 467 0.2 TRUE O-type
## 468 0.0 FALSE C-type
## 469 0.0 TRUE O-type
## 470 0.1 FALSE C-type
## 471 0.1 FALSE C-type
## 472 0.1 FALSE C-type
## 473 0.4 FALSE Intermediate
## 474 0.3 TRUE O-type
## 475 0.0 TRUE O-type
## 476 0.0 FALSE C-type
## 477 0.0 FALSE C-type
## 478 0.0 FALSE C-type
## 479 0.1 FALSE C-type
## 480 0.0 TRUE O-type
## 481 0.0 FALSE C-type
## 482 0.1 FALSE C-type
## 483 0.0 FALSE C-type
## 484 0.0 FALSE C-type
## 485 0.1 FALSE C-type
## 486 0.1 FALSE C-type
## 487 0.0 FALSE C-type
## 488 0.4 TRUE O-type
## 489 0.5 TRUE O-type
## 490 0.0 FALSE C-type
## 491 0.0 FALSE C-type
## 492 0.2 FALSE Intermediate
## 493 0.1 FALSE C-type
## 494 0.0 FALSE C-type
## 495 0.1 FALSE C-type
## 496 0.1 FALSE C-type
## 497 0.0 TRUE O-type
## 498 0.2 FALSE Intermediate
## 499 0.0 FALSE C-type
## 500 0.2 FALSE Intermediate
## 501 0.1 TRUE O-type
## 502 0.0 TRUE O-type
## 503 0.2 TRUE O-type
## 504 0.1 FALSE C-type
## 505 0.0 FALSE C-type
## 506 0.0 FALSE C-type
## 507 0.4 FALSE Intermediate
## 508 0.5 TRUE O-type
## 509 0.0 FALSE C-type
## 510 0.0 FALSE C-type
## 511 0.0 TRUE O-type
## 512 0.0 FALSE C-type
## 513 0.0 FALSE C-type
## 514 0.3 FALSE Intermediate
## 515 0.0 FALSE C-type
## 516 0.0 FALSE C-type
## 517 0.3 TRUE O-type
## 518 0.1 FALSE C-type
## 519 0.1 FALSE C-type
## 520 0.1 FALSE C-type
## 521 0.1 FALSE C-type
## 522 0.0 FALSE C-type
## 523 0.3 TRUE O-type
## 524 0.1 FALSE C-type
## 525 0.0 TRUE O-type
## 526 0.0 FALSE C-type
## 527 0.1 FALSE C-type
## 528 0.2 TRUE O-type
## 529 0.0 FALSE C-type
## 530 0.0 FALSE C-type
## 531 0.2 FALSE Intermediate
## 532 0.0 FALSE C-type
## 533 0.0 FALSE C-type
## 534 0.0 FALSE C-type
## 535 0.0 TRUE O-type
## 536 0.2 FALSE Intermediate
## 537 0.1 FALSE C-type
## 538 0.0 TRUE O-type
## 539 0.1 FALSE C-type
## 540 0.0 FALSE C-type
## 541 0.0 FALSE C-type
## 542 0.1 FALSE C-type
## 543 0.1 FALSE C-type
## 544 0.0 FALSE C-type
## 545 0.1 FALSE C-type
## 546 0.1 FALSE C-type
## 547 0.0 FALSE C-type
## 548 0.1 FALSE C-type
## 549 0.2 FALSE Intermediate
## 550 0.0 FALSE C-type
## 551 0.0 TRUE O-type
## 552 0.1 FALSE C-type
## 553 0.0 FALSE C-type
## 554 0.0 TRUE O-type
## 555 0.1 FALSE C-type
## 556 0.2 TRUE O-type
## 557 0.0 FALSE C-type
## 558 0.4 TRUE O-type
## 559 0.0 FALSE C-type
## 560 0.0 FALSE C-type
## 561 0.0 FALSE C-type
## 562 0.0 FALSE C-type
## 563 0.1 FALSE C-type
## 564 0.0 FALSE C-type
## 565 0.1 FALSE C-type
## 566 0.0 FALSE C-type
## 567 0.0 FALSE C-type
## 568 0.1 FALSE C-type
## 569 0.0 FALSE C-type
## 570 0.2 FALSE Intermediate
## 571 0.0 FALSE C-type
## 572 0.1 TRUE O-type
## 573 0.1 FALSE C-type
## 574 0.1 FALSE C-type
## 575 0.1 FALSE C-type
## 576 0.3 FALSE Intermediate
## 577 0.0 FALSE C-type
## 578 0.0 FALSE C-type
## 579 0.0 FALSE C-type
## 580 0.0 FALSE C-type
## 581 0.1 FALSE C-type
## 582 0.1 FALSE C-type
## 583 0.2 FALSE Intermediate
## 584 0.1 FALSE C-type
## 585 0.0 TRUE O-type
## 586 0.0 TRUE O-type
## 587 0.1 FALSE C-type
## 588 0.0 TRUE O-type
## 589 0.0 FALSE C-type
## 590 0.0 FALSE C-type
## 591 0.0 TRUE O-type
## 592 0.2 TRUE O-type
## 593 0.1 FALSE C-type
## 594 0.1 FALSE C-type
## 595 0.1 FALSE C-type
## 596 0.2 FALSE Intermediate
## 597 0.0 FALSE C-type
## 598 0.0 FALSE C-type
## 599 0.0 FALSE C-type
## 600 0.1 FALSE C-type
## 601 0.1 TRUE O-type
## 602 0.1 FALSE C-type
## 603 0.0 FALSE C-type
## 604 0.2 FALSE Intermediate
## 605 0.2 FALSE Intermediate
## 606 0.0 FALSE C-type
## 607 0.1 FALSE C-type
## 608 0.0 TRUE O-type
## 609 0.0 FALSE C-type
## 610 0.0 FALSE C-type
## 611 0.0 TRUE O-type
## 612 0.0 FALSE C-type
## 613 0.0 FALSE C-type
## 614 0.0 FALSE C-type
## 615 0.0 FALSE C-type
## 616 0.1 FALSE C-type
## 617 0.1 FALSE C-type
## 618 0.1 FALSE C-type
## 619 0.0 FALSE C-type
## 620 0.0 FALSE C-type
## 621 0.1 FALSE C-type
## 622 0.0 FALSE C-type
## 623 0.0 FALSE C-type
## 624 0.0 FALSE C-type
## 625 0.0 FALSE C-type
## 626 0.0 FALSE C-type
## 627 0.0 FALSE C-type
## 628 0.1 FALSE C-type
## 629 0.0 FALSE C-type
## 630 0.0 FALSE C-type
## 631 0.1 FALSE C-type
## 632 0.2 TRUE O-type
## 633 0.0 FALSE C-type
## 634 0.0 FALSE C-type
## 635 0.0 FALSE C-type
## 636 0.2 FALSE Intermediate
## 637 0.0 FALSE C-type
## 638 0.1 FALSE C-type
## 639 0.0 FALSE C-type
## 640 0.0 FALSE C-type
## 641 0.1 FALSE C-type
## 642 0.1 TRUE O-type
## 643 0.1 FALSE C-type
## 644 0.3 FALSE Intermediate
## 645 0.2 TRUE O-type
## 646 0.0 FALSE C-type
## 647 0.0 FALSE C-type
## 648 0.0 FALSE C-type
## 649 0.2 TRUE O-type
## 650 0.2 FALSE Intermediate
## 651 0.0 FALSE C-type
## 652 0.0 FALSE C-type
## 653 0.0 FALSE C-type
## 654 0.0 FALSE C-type
## 655 0.1 FALSE C-type
## 656 0.1 FALSE C-type
## 657 0.0 TRUE O-type
## 658 0.2 FALSE Intermediate
## 659 0.0 FALSE C-type
## 660 0.0 FALSE C-type
## 661 0.2 FALSE Intermediate
## 662 0.0 FALSE C-type
## 663 0.0 FALSE C-type
## 664 0.0 FALSE C-type
## 665 0.0 FALSE C-type
## 666 0.3 FALSE Intermediate
## 667 0.0 FALSE C-type
## 668 0.1 FALSE C-type
## 669 0.0 FALSE C-type
## 670 0.0 FALSE C-type
## 671 0.0 FALSE C-type
## 672 0.1 FALSE C-type
## 673 0.2 FALSE Intermediate
## 674 0.1 FALSE C-type
## 675 0.0 FALSE C-type
## 676 0.1 FALSE C-type
## 677 0.0 FALSE C-type
## 678 0.2 FALSE Intermediate
## 679 0.0 FALSE C-type
## 680 0.2 FALSE Intermediate
## 681 0.0 TRUE O-type
## 682 0.2 FALSE Intermediate
## 683 0.0 FALSE C-type
## 684 0.1 FALSE C-type
## 685 0.0 FALSE C-type
## 686 0.1 FALSE C-type
## 687 0.0 FALSE C-type
## 688 0.1 FALSE C-type
## 689 0.1 FALSE C-type
## 690 0.1 FALSE C-type
## 691 0.0 FALSE C-type
## 692 0.1 FALSE C-type
## 693 0.0 FALSE C-type
## 694 0.0 FALSE C-type
## 695 0.0 FALSE C-type
## 696 0.0 FALSE C-type
## 697 0.0 FALSE C-type
## 698 0.0 FALSE C-type
## 699 0.0 FALSE C-type
## 700 0.1 FALSE C-type
## 701 0.0 FALSE C-type
## 702 0.1 FALSE C-type
## 703 0.0 FALSE C-type
## 704 0.0 FALSE C-type
## 705 0.0 FALSE C-type
## 706 0.0 TRUE O-type
## 707 0.0 FALSE C-type
## 708 0.1 FALSE C-type
## 709 0.1 FALSE C-type
## 710 0.1 FALSE C-type
## 711 0.1 FALSE C-type
## 712 0.1 FALSE C-type
## 713 0.2 TRUE O-type
## 714 0.0 FALSE C-type
## 715 0.0 FALSE C-type
## 716 0.0 FALSE C-type
## 717 0.0 FALSE C-type
## 718 0.2 FALSE Intermediate
## 719 0.2 FALSE Intermediate
## 720 0.1 FALSE C-type
## 721 0.0 FALSE C-type
## 722 0.1 FALSE C-type
## 723 0.0 FALSE C-type
## 724 0.0 FALSE C-type
## 725 0.0 FALSE C-type
## 726 0.0 FALSE C-type
## 727 0.1 FALSE C-type
## 728 0.0 FALSE C-type
## 729 0.0 FALSE C-type
## 730 0.0 FALSE C-type
## 731 0.1 FALSE C-type
## 732 0.0 FALSE C-type
## 733 0.0 FALSE C-type
## 734 0.0 FALSE C-type
## 735 0.2 FALSE Intermediate
## 736 0.0 TRUE O-type
## 737 0.0 TRUE O-type
## 738 0.0 FALSE C-type
## 739 0.1 FALSE C-type
## 740 0.0 FALSE C-type
## 741 0.3 FALSE Intermediate
## 742 0.1 FALSE C-type
## 743 0.0 FALSE C-type
## 744 0.1 FALSE C-type
## 745 0.0 FALSE C-type
## 746 0.0 FALSE C-type
## 747 0.1 FALSE C-type
## 748 0.1 FALSE C-type
## 749 0.0 FALSE C-type
## 750 0.1 FALSE C-type
## 751 0.0 FALSE C-type
## 752 0.0 FALSE C-type
## 753 0.1 FALSE C-type
## 754 0.1 FALSE C-type
## 755 0.0 FALSE C-type
## 756 0.0 FALSE C-type
## 757 0.1 FALSE C-type
## 758 0.0 FALSE C-type
## 759 0.0 FALSE C-type
## 760 0.0 FALSE C-type
## 761 0.1 FALSE C-type
## 762 0.3 FALSE Intermediate
## 763 0.0 FALSE C-type
## 764 0.0 FALSE C-type
## 765 0.0 FALSE C-type
## 766 0.0 FALSE C-type
## 767 0.0 TRUE O-type
## 768 0.0 FALSE C-type
## 769 0.1 FALSE C-type
## 770 0.0 FALSE C-type
## 771 0.0 TRUE O-type
## 772 0.0 FALSE C-type
## 773 0.0 FALSE C-type
## 774 0.0 FALSE C-type
## 775 0.1 FALSE C-type
## 776 0.1 FALSE C-type
## 777 0.1 FALSE C-type
## 778 0.2 FALSE Intermediate
## 779 0.0 FALSE C-type
## 780 0.1 FALSE C-type
## 781 0.1 TRUE O-type
## 782 0.0 TRUE O-type
## 783 0.0 FALSE C-type
## 784 0.1 FALSE C-type
## 785 0.0 FALSE C-type
## 786 0.0 FALSE C-type
## 787 0.0 FALSE C-type
## 788 0.1 FALSE C-type
## 789 0.1 FALSE C-type
## 790 0.0 FALSE C-type
## 791 0.0 FALSE C-type
## 792 0.1 FALSE C-type
## 793 0.0 FALSE C-type
## 794 0.1 FALSE C-type
## 795 0.1 TRUE O-type
## 796 0.1 FALSE C-type
## 797 0.0 FALSE C-type
## 798 0.1 FALSE C-type
## 799 0.0 FALSE C-type
## 800 0.0 FALSE C-type
## 801 0.0 FALSE C-type
## 802 0.0 FALSE C-type
## 803 0.0 TRUE O-type
## 804 0.0 TRUE O-type
## 805 0.0 FALSE C-type
## 806 0.1 FALSE C-type
## 807 0.2 FALSE Intermediate
## 808 0.0 FALSE C-type
## 809 0.0 FALSE C-type
## 810 0.0 FALSE C-type
## 811 0.1 FALSE C-type
## 812 0.0 FALSE C-type
## 813 0.3 TRUE O-type
## 814 0.0 FALSE C-type
## 815 0.0 FALSE C-type
## 816 0.2 TRUE O-type
## 817 0.0 FALSE C-type
## 818 0.0 FALSE C-type
## 819 0.2 FALSE Intermediate
## 820 0.2 FALSE Intermediate
## 821 0.0 FALSE C-type
## 822 0.1 FALSE C-type
## 823 0.0 FALSE C-type
## 824 0.1 TRUE O-type
## 825 0.3 TRUE O-type
## 826 0.0 FALSE C-type
## 827 0.0 FALSE C-type
## 828 0.1 FALSE C-type
## 829 0.1 FALSE C-type
## 830 0.1 FALSE C-type
## 831 0.0 FALSE C-type
## 832 0.3 TRUE O-type
## 833 0.1 FALSE C-type
## 834 0.0 FALSE C-type
## 835 0.1 FALSE C-type
## 836 0.0 FALSE C-type
## 837 0.1 FALSE C-type
## 838 0.0 FALSE C-type
## 839 0.0 FALSE C-type
## 840 0.1 FALSE C-type
## 841 0.1 TRUE O-type
## 842 0.0 FALSE C-type
## 843 0.0 FALSE C-type
## 844 0.3 TRUE O-type
## 845 0.0 FALSE C-type
## 846 0.0 FALSE C-type
## 847 0.3 TRUE O-type
## 848 0.1 FALSE C-type
## 849 0.1 FALSE C-type
## 850 0.2 FALSE Intermediate
## 851 0.2 FALSE Intermediate
## 852 0.0 FALSE C-type
## 853 0.5 TRUE O-type
## 854 0.4 TRUE O-type
HbA1c
HbA1c <- as.numeric(sample_data(ps)[["HbA1c...."]])
## Warning: NAs introduced by coercion
keep <- !is.na(HbA1c)
ps_filt <- prune_samples(keep, ps)
HbA1c_filt <- as.numeric(sample_data(ps_filt)[["HbA1c...."]])
dist_bray_filt <- phyloseq::distance(ps_filt, method = "bray")
res <- BetaTREND::gradient_projection(dist_bray_filt, HbA1c_filt)
res
## $projection_scores
## [1] -0.3556041173 -0.0749918376 -0.3570747310 -0.1324896985 0.6422576114
## [6] -0.3181374525 -0.1006192685 -0.3362409379 -0.2748079584 -0.0091455908
## [11] -0.1958470132 0.1842838089 -0.0384888539 0.2265584567 -0.3305360748
## [16] -0.1615183063 0.7228470552 -0.1581659419 -0.2387460669 -0.5164009994
## [21] -0.1130332514 0.1839483900 -0.0504535139 0.8472711820 0.0980534352
## [26] -0.0079161621 0.6473459476 -0.0262487574 0.1776292580 0.0914408941
## [31] -0.3130903219 -0.2448742966 0.2795939525 0.0153993144 -0.0351210977
## [36] -0.0173856320 -0.2073800083 0.4444660337 -0.5141069460 0.0933525128
## [41] -0.0844087945 -0.1895587017 -0.0325766792 0.4438286733 0.1513394250
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##
## $gradient_direction
## [,1]
## [1,] -0.6408779
## [2,] -0.8605022
## [3,] -1.1235148
## [4,] -0.6378817
## [5,] -1.8913839
##
## $PCoA_coordinates
## [,1] [,2] [,3] [,4]
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## x30MCx1586 -0.0548769474 1.463674e-01 1.015962e-01 -0.0536214138
## x30MCx1597 -0.0835090704 6.762737e-02 1.234024e-01 0.1088388392
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## x30MCx1611 0.0313851910 9.292631e-02 1.303319e-01 0.0986112605
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## x30MCx1636 0.3683337111 9.983124e-02 -1.372005e-01 0.0577520182
## x30MCx1637 0.3023080501 -1.640604e-01 8.891370e-02 -0.0941266525
## x30MCx1646 0.1479892345 1.736249e-01 4.707354e-02 0.0924545447
## x30MCx1649 0.1346014600 2.381873e-01 7.257355e-03 -0.1113753297
## x30MCx1664 -0.1167477593 9.813794e-02 1.224117e-01 -0.1157663982
## x30MCx1712 0.0714668985 1.844948e-01 6.343925e-02 -0.0933958552
## x30MCx1722 -0.1755415061 1.061177e-01 3.545957e-02 -0.1675005575
## x30MCx1744 0.1410743154 1.508826e-01 1.052735e-01 0.0060628540
## x30MCx1748 -0.1422558394 1.018494e-01 9.484551e-02 -0.1081190252
## x30MCx1774 0.3476550805 1.970598e-02 9.846791e-03 0.0566522856
## x30MCx1782 0.2632341447 6.224061e-02 1.031408e-02 -0.0540999564
## x30MCx1786 -0.2531131216 -2.805340e-02 3.908329e-02 0.0170354003
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## x30MCx1791 0.2444495236 1.828526e-01 -1.559072e-01 0.1847263682
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## x30MCx1824 0.0996590845 7.846511e-02 9.329537e-02 0.0815296254
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## x30MCx1911 0.1622552928 -3.664347e-01 6.074276e-02 0.0377978068
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## x30MCx1966 -0.0898149573 1.334470e-01 1.119994e-01 -0.0585318555
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## x30MCx1980 0.2699622881 -2.929072e-01 5.976658e-02 -0.1056326327
## x30MCx1993 0.1796540969 1.245150e-01 2.990018e-02 0.1826540164
## x30MCx1996 -0.1225178908 1.178500e-01 8.501125e-02 -0.0704459951
## x30MCx2009 -0.1042191284 9.584053e-02 1.184014e-01 -0.0125019053
## x30MCx2015 0.2216082288 9.288480e-02 -4.781839e-01 0.0571057318
## x30MCx2022 0.3297454425 1.642592e-01 -1.230633e-01 0.1178992691
## x30MCx2041 0.2200231586 2.925190e-01 -8.593027e-02 -0.0394796661
## x30MCx2081 0.0931896243 1.981877e-01 1.110724e-01 0.0787699293
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## x30MCx2096 -0.0013585814 5.138808e-02 5.104355e-02 0.2142561612
## x30MCx2099 0.1173744531 1.889380e-01 1.297663e-01 0.0319009637
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## x30MCx2140 0.2741148727 9.646853e-02 2.476097e-02 -0.0151397428
## x30MCx2149 0.2198453734 4.126118e-02 7.004815e-02 -0.0203250989
## x30MCx2158 0.0709746784 1.547682e-01 5.592168e-02 -0.1587859720
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## x30MCx2353 0.2947102766 1.281907e-01 -1.527148e-02 0.1383179643
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## x30MCx2529 0.2407977873 3.324184e-02 -1.034745e-02 0.2042510834
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## x30MCx2790 0.0023828635 1.578471e-01 1.500359e-01 -0.0317512696
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## x30MCx3183 0.1478363039 1.538264e-01 4.829459e-02 0.0883876415
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## x30MCx3291 0.1179389516 1.664256e-01 8.729463e-02 0.0781091684
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## [,5]
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## x13MCx3274 -0.0029568165
## x13MCx3399 -0.0196595801
## x14MCx1338 0.0046934308
## x14MCx1407 -0.0267180423
## x14MCx2102 0.1311315039
## x14MCx2875 0.0600685756
## x30MCx1130 0.0438655320
## x30MCx1137 -0.1718294715
## x30MCx1139 0.0693234334
## x30MCx1169 0.0566052632
## x30MCx1183 -0.1133965376
## x30MCx1188 -0.0134010911
## x30MCx1195 -0.0706471084
## x30MCx1197 0.0839594107
## x30MCx1199 -0.0146501480
## x30MCx1210 -0.0100888410
## x30MCx1214 0.0543270889
## x30MCx1217 0.0154839776
## x30MCx1248 -0.0748249845
## x30MCx1253 0.0792632317
## x30MCx1262 0.0583912235
## x30MCx1271 -0.1616965109
## x30MCx1276 0.0789113745
## x30MCx1293 0.1156929290
## x30MCx1296 -0.0074279538
## x30MCx1312 0.0586765032
## x30MCx1331 -0.0842485287
## x30MCx1346 0.1252952757
## x30MCx1358 -0.0979912273
## x30MCx1370 -0.0779906003
## x30MCx1372 0.0149851459
## x30MCx1380 0.1165019078
## x30MCx1400 -0.1384556677
## x30MCx1401 -0.0212356274
## x30MCx1406 -0.0020526554
## x30MCx1425 0.0945511525
## x30MCx1430 -0.0394034819
## x30MCx1449 0.0467246224
## x30MCx1452 -0.0297677995
## x30MCx1461 0.1806445689
## x30MCx1474 -0.0567614083
## x30MCx1477 -0.0184617064
## x30MCx1509 0.0202857207
## x30MCx1522 -0.0186649446
## x30MCx1524 -0.1005906248
## x30MCx1525 0.0360099937
## x30MCx1544 0.1227603546
## x30MCx1554 -0.0769136436
## x30MCx1573 -0.0999952381
## x30MCx1575 -0.0523465598
## x30MCx1590 0.1356471345
## x30MCx1594 -0.1103458404
## x30MCx1607 -0.1502094984
## x30MCx1644 0.0075824417
## x30MCx1674 0.0055590305
## x30MCx1682 0.0054992816
## x30MCx1683 0.0892184112
## x30MCx1686 0.0568471215
## x30MCx1688 -0.0356444034
## x30MCx1691 -0.0192213091
## x30MCx1696 -0.0565176106
## x30MCx1701 0.1261111903
## x30MCx1707 -0.0137630691
## x30MCx1741 -0.0617476035
## x30MCx1754 0.0727600948
## x30MCx1761 -0.1307106225
## x30MCx1762 -0.0918626176
## x30MCx1765 -0.0326298632
## x30MCx1767 0.0165907423
## x30MCx1779 -0.0116938104
## x30MCx1796 -0.0124785848
## x30MCx1813 0.0430914745
## x30MCx1832 0.0415307239
## x30MCx1838 0.0846515557
## x30MCx1840 0.1061124699
## x30MCx1851 -0.0290803143
## x30MCx1852 -0.0744188969
## x30MCx1856 0.0016426955
## x30MCx1885 -0.0134506163
## x30MCx1902 -0.0163678658
## x30MCx1919 0.0831383845
## x30MCx1924 0.1341421064
## x30MCx1930 0.0389898838
## x30MCx1935 -0.1112867883
## x30MCx1938 0.1408739035
## x30MCx1942 0.0432764151
## x30MCx1956 -0.1944862944
## x30MCx1957 0.1186158301
## x30MCx1969 -0.0501047842
## x30MCx1975 -0.1726754227
## x30MCx1976 0.0987747360
## x30MCx1987 0.2070490557
## x30MCx1990 -0.0108983015
## x30MCx2004 -0.2099630820
## x30MCx2020 0.0500051917
## x30MCx2023 0.0865125053
## x30MCx2052 0.0081657198
## x30MCx2065 0.0879322628
## x30MCx2075 0.0636169655
## x30MCx2080 -0.0188831985
## x30MCx2082 -0.0519722487
## x30MCx2089 -0.0775050108
## x30MCx2116 0.1401711943
## x30MCx2121 -0.0007165564
## x30MCx2128 0.0799767311
## x30MCx2137 0.0131632516
## x30MCx2154 0.0553533148
## x30MCx2156 0.0105572778
## x30MCx2164 0.0702745954
## x30MCx2165 0.0503354620
## x30MCx2180 0.0330682644
## x30MCx2181 -0.1231623499
## x30MCx2222 -0.0380479058
## x30MCx2226 -0.0269437454
## x30MCx2241 0.0773691840
## x30MCx2255 -0.0366718300
## x30MCx2261 0.1318464319
## x30MCx2280 -0.0304781137
## x30MCx2296 0.1434848348
## x30MCx2303 -0.0548812061
## x30MCx2308 0.0473824806
## x30MCx2314 -0.0913045353
## x30MCx2318 -0.1139277509
## x30MCx2364 0.0600359047
## x30MCx2369 0.1305892722
## x30MCx2394 -0.1893606707
## x30MCx2403 -0.0052215866
## x30MCx2410 0.0490049828
## x30MCx2418 0.1647718512
## x30MCx2432 -0.1323356212
## x30MCx2434 0.0772038019
## x30MCx2488 -0.0465638555
## x30MCx2512 -0.0500970466
## x30MCx2515 -0.0158571465
## x30MCx2516 -0.1564416761
## x30MCx2532 0.0016290831
## x30MCx2549 -0.0436987538
## x30MCx2554 0.0090731141
## x30MCx2558 0.0156780053
## x30MCx2567 0.0934725580
## x30MCx2586 0.0975555998
## x30MCx2592 0.1029229744
## x30MCx2595 0.0233083863
## x30MCx2618 0.0208656192
## x30MCx2648 -0.0537655360
## x30MCx2656 0.0314770639
## x30MCx2671 -0.0896075455
## x30MCx2684 -0.1174986524
## x30MCx2690 0.1194070330
## x30MCx2715 -0.0424895658
## x30MCx2723 0.0484475179
## x30MCx2724 0.0012817812
## x30MCx2727 -0.0686674819
## x30MCx2731 0.1853475107
## x30MCx2774 0.1669380868
## x30MCx2780 0.0459279818
## x30MCx2785 -0.0753023995
## x30MCx2788 0.0377525353
## x30MCx2792 -0.0059497815
## x30MCx2836 -0.1670247868
## x30MCx2837 0.1449125098
## x30MCx2855 0.0733061506
## x30MCx2871 0.0348144079
## x30MCx2890 -0.0809647704
## x30MCx2898 0.0039669978
## x30MCx2935 0.0395457957
## x30MCx2940 -0.1261386007
## x30MCx2944 0.1423572701
## x30MCx2953 -0.0622687850
## x30MCx2956 -0.0001031715
## x30MCx2958 0.0668875798
## x30MCx2970 -0.0491728468
## x30MCx2974 0.0609530400
## x30MCx2977 -0.2065103844
## x30MCx2982 0.1109116096
## x30MCx3003 -0.0555852719
## x30MCx3007 0.1063395072
## x30MCx3015 0.0630719018
## x30MCx3018 -0.0506053465
## x30MCx3038 -0.0589549720
## x30MCx3045 0.0874666390
## x30MCx3053 0.1706024232
## x30MCx3064 -0.0034948028
## x30MCx3066 0.0433283644
## x30MCx3087 0.0677151975
## x30MCx3120 0.0414766871
## x30MCx3131 -0.0760419595
## x30MCx3137 0.0119086942
## x30MCx3143 -0.1307880815
## x30MCx3147 -0.0451651274
## x30MCx3154 -0.0353741077
## x30MCx3155 0.0323093618
## x30MCx3161 0.0564824759
## x30MCx3186 0.0443047303
## x30MCx3187 0.0616862720
## x30MCx3203 0.1438297836
## x30MCx3208 -0.0580526983
## x30MCx3215 0.1099077431
## x30MCx3220 -0.0095676656
## x30MCx3225 -0.0062983442
## x30MCx3244 -0.0190724436
## x30MCx3249 0.0372525470
## x30MCx3256 -0.0479307198
## x30MCx3259 -0.0517269725
## x30MCx3260 -0.0711239453
## x30MCx3270 0.0300537302
## x30MCx3279 0.0838320039
## x30MCx3285 -0.1598913322
## x30MCx3297 -0.0892121655
## x30MCx3305 -0.0370813999
## x30MCx3353 0.1672815449
## x30MCx3360 -0.1504276708
## x30MCx3367 -0.0302458387
## x30MCx3372 0.1742276547
## x30MCx3382 0.0255805047
## x30MCx1731 0.0477875534
## x30MCx2868 -0.0692020055
## x30MCx3184 0.0355589449
## x10MCx1626 -0.0371310281
## x10MCx2535 0.1298799383
## x12MCx1124 -0.0383372670
## x12MCx1361 -0.0961533849
## x12MCx1413 -0.0140744378
## x12MCx1528 0.0223383412
## x12MCx1700 -0.0467601022
## x12MCx2383 -0.0604654456
## x12MCx2493 -0.0334265768
## x12MCx2938 -0.1598984085
## x12MCx2996 -0.0927256655
## x12MCx3165 -0.1293031201
##
## $adjusted_R2
## [1] 0.07852721
##
## $p_value
## value
## 1.851443e-14
##
## $plot
##
## $variance_explained
## [1] 1.321965e-01 8.813616e-02 6.113748e-02 4.023672e-02 2.273713e-02
## [6] 2.132878e-02 1.867645e-02 1.663686e-02 1.473336e-02 1.461339e-02
## [11] 1.351928e-02 1.196560e-02 1.171706e-02 1.098764e-02 1.065864e-02
## [16] 9.543417e-03 9.287766e-03 8.644136e-03 8.461105e-03 8.195180e-03
## [21] 7.982769e-03 7.630232e-03 7.142942e-03 7.062217e-03 6.938253e-03
## [26] 6.795237e-03 6.500876e-03 6.351970e-03 6.132816e-03 5.972421e-03
## [31] 5.908631e-03 5.641443e-03 5.552960e-03 5.437043e-03 5.282870e-03
## [36] 5.157998e-03 5.047189e-03 4.954586e-03 4.878079e-03 4.826973e-03
## [41] 4.750154e-03 4.575946e-03 4.436302e-03 4.427519e-03 4.315069e-03
## [46] 4.261284e-03 4.214078e-03 4.116230e-03 4.011405e-03 3.854022e-03
## [51] 3.827873e-03 3.743718e-03 3.660813e-03 3.574108e-03 3.445177e-03
## [56] 3.421646e-03 3.375656e-03 3.328468e-03 3.301436e-03 3.266200e-03
## [61] 3.213881e-03 3.166767e-03 3.147988e-03 3.058133e-03 3.053039e-03
## [66] 2.965575e-03 2.893485e-03 2.863451e-03 2.809757e-03 2.772956e-03
## [71] 2.734333e-03 2.704782e-03 2.650030e-03 2.625789e-03 2.577567e-03
## [76] 2.565998e-03 2.558910e-03 2.516521e-03 2.494946e-03 2.443499e-03
## [81] 2.400648e-03 2.358336e-03 2.343572e-03 2.303785e-03 2.279536e-03
## [86] 2.223958e-03 2.208583e-03 2.201107e-03 2.140033e-03 2.136977e-03
## [91] 2.106334e-03 2.090664e-03 2.059806e-03 2.012411e-03 2.001914e-03
## [96] 1.997681e-03 1.979891e-03 1.952832e-03 1.933059e-03 1.900615e-03
## [101] 1.898450e-03 1.851584e-03 1.834445e-03 1.802991e-03 1.795810e-03
## [106] 1.778645e-03 1.746394e-03 1.741619e-03 1.697359e-03 1.679378e-03
## [111] 1.667717e-03 1.657528e-03 1.629980e-03 1.621865e-03 1.613909e-03
## [116] 1.575099e-03 1.553535e-03 1.551191e-03 1.535519e-03 1.529722e-03
## [121] 1.502222e-03 1.479440e-03 1.446811e-03 1.438577e-03 1.432123e-03
## [126] 1.426302e-03 1.410502e-03 1.394907e-03 1.376913e-03 1.363799e-03
## [131] 1.356754e-03 1.327110e-03 1.322385e-03 1.311045e-03 1.293041e-03
## [136] 1.279920e-03 1.272891e-03 1.265098e-03 1.246280e-03 1.231671e-03
## [141] 1.230840e-03 1.218364e-03 1.203151e-03 1.198727e-03 1.185065e-03
## [146] 1.171741e-03 1.153337e-03 1.150328e-03 1.139841e-03 1.129812e-03
## [151] 1.117387e-03 1.106095e-03 1.094882e-03 1.090442e-03 1.072198e-03
## [156] 1.059028e-03 1.048560e-03 1.043595e-03 1.041820e-03 1.014599e-03
## [161] 1.011372e-03 9.973776e-04 9.796268e-04 9.784258e-04 9.660402e-04
## [166] 9.623041e-04 9.560231e-04 9.369298e-04 9.348083e-04 9.176692e-04
## [171] 9.101472e-04 9.067499e-04 8.946368e-04 8.778833e-04 8.755912e-04
## [176] 8.675691e-04 8.628603e-04 8.557155e-04 8.496985e-04 8.413571e-04
## [181] 8.273414e-04 8.225075e-04 8.129290e-04 8.108122e-04 8.003584e-04
## [186] 7.935334e-04 7.892221e-04 7.862516e-04 7.732170e-04 7.554621e-04
## [191] 7.526814e-04 7.512260e-04 7.376840e-04 7.295317e-04 7.214131e-04
## [196] 7.170371e-04 7.073935e-04 7.040607e-04 6.992679e-04 6.970523e-04
## [201] 6.903251e-04 6.853024e-04 6.748133e-04 6.670108e-04 6.618078e-04
## [206] 6.601346e-04 6.524360e-04 6.432581e-04 6.390222e-04 6.306999e-04
## [211] 6.288949e-04 6.212908e-04 6.177332e-04 6.123717e-04 6.029695e-04
## [216] 5.989631e-04 5.948762e-04 5.899156e-04 5.839800e-04 5.753201e-04
## [221] 5.653496e-04 5.593652e-04 5.533360e-04 5.490333e-04 5.446895e-04
## [226] 5.382216e-04 5.354504e-04 5.304950e-04 5.237551e-04 5.137594e-04
## [231] 5.099604e-04 5.069670e-04 4.992951e-04 4.951866e-04 4.896063e-04
## [236] 4.862873e-04 4.805573e-04 4.729800e-04 4.713345e-04 4.637411e-04
## [241] 4.601585e-04 4.559798e-04 4.549940e-04 4.465898e-04 4.459305e-04
## [246] 4.400817e-04 4.320107e-04 4.293644e-04 4.242736e-04 4.180724e-04
## [251] 4.156125e-04 4.111864e-04 4.047567e-04 3.971917e-04 3.958416e-04
## [256] 3.892062e-04 3.872620e-04 3.832575e-04 3.814245e-04 3.729708e-04
## [261] 3.695801e-04 3.691102e-04 3.621852e-04 3.582843e-04 3.541089e-04
## [266] 3.508817e-04 3.490589e-04 3.456575e-04 3.358275e-04 3.324323e-04
## [271] 3.311500e-04 3.240461e-04 3.219192e-04 3.163176e-04 3.135835e-04
## [276] 3.083125e-04 3.078135e-04 3.011824e-04 2.985832e-04 2.916584e-04
## [281] 2.908776e-04 2.882846e-04 2.846364e-04 2.834578e-04 2.763705e-04
## [286] 2.736010e-04 2.728225e-04 2.677675e-04 2.660136e-04 2.625732e-04
## [291] 2.609340e-04 2.537404e-04 2.515904e-04 2.466792e-04 2.426708e-04
## [296] 2.414786e-04 2.385803e-04 2.344453e-04 2.295707e-04 2.244026e-04
## [301] 2.225763e-04 2.193765e-04 2.181698e-04 2.141082e-04 2.064542e-04
## [306] 2.051179e-04 2.034427e-04 2.011325e-04 1.943605e-04 1.922833e-04
## [311] 1.907898e-04 1.862768e-04 1.842693e-04 1.828269e-04 1.816172e-04
## [316] 1.788836e-04 1.775632e-04 1.692199e-04 1.650392e-04 1.611354e-04
## [321] 1.598116e-04 1.551291e-04 1.524234e-04 1.500581e-04 1.492358e-04
## [326] 1.459632e-04 1.439352e-04 1.413365e-04 1.402417e-04 1.385193e-04
## [331] 1.362101e-04 1.321107e-04 1.297837e-04 1.257924e-04 1.220972e-04
## [336] 1.157167e-04 1.150212e-04 1.136216e-04 1.092252e-04 1.086510e-04
## [341] 1.041576e-04 1.031487e-04 1.004181e-04 9.915255e-05 9.463331e-05
## [346] 9.385460e-05 9.060057e-05 8.880367e-05 8.500908e-05 8.184838e-05
## [351] 7.934085e-05 7.698463e-05 7.660906e-05 7.370270e-05 7.120320e-05
## [356] 7.051059e-05 6.806327e-05 6.318750e-05 6.304532e-05 5.979700e-05
## [361] 5.883960e-05 5.439668e-05 5.129047e-05 4.825265e-05 4.577139e-05
## [366] 4.485745e-05 4.415108e-05 4.180612e-05 3.900137e-05 3.640518e-05
## [371] 3.393846e-05 3.305081e-05 2.958927e-05 2.792511e-05 2.518585e-05
## [376] 2.359037e-05 2.190924e-05 1.916952e-05 1.693485e-05 1.576421e-05
## [381] 1.217259e-05 1.103577e-05 1.043892e-05 8.255646e-06 6.786992e-06
## [386] 5.656062e-06 2.890435e-06 -1.895747e-17 -1.631530e-06 -2.698003e-06
## [391] -5.367278e-06 -6.558106e-06 -8.208650e-06 -1.113317e-05 -1.242768e-05
## [396] -1.496950e-05 -1.674167e-05 -1.821085e-05 -2.112135e-05 -2.237169e-05
## [401] -2.550164e-05 -2.604882e-05 -2.819843e-05 -2.958876e-05 -3.297564e-05
## [406] -3.310081e-05 -3.645346e-05 -3.680929e-05 -3.835691e-05 -3.995268e-05
## [411] -4.193345e-05 -4.244099e-05 -4.539077e-05 -4.709509e-05 -4.844032e-05
## [416] -4.985549e-05 -5.055078e-05 -5.230333e-05 -5.566792e-05 -5.799698e-05
## [421] -5.877753e-05 -5.975121e-05 -6.222894e-05 -6.263519e-05 -6.568478e-05
## [426] -6.698696e-05 -6.751757e-05 -6.905154e-05 -7.224862e-05 -7.253124e-05
## [431] -7.468365e-05 -7.994356e-05 -8.059251e-05 -8.095538e-05 -8.289780e-05
## [436] -8.479747e-05 -8.626371e-05 -8.717211e-05 -8.876087e-05 -9.082463e-05
## [441] -9.367032e-05 -9.456986e-05 -9.533407e-05 -9.591518e-05 -9.730589e-05
## [446] -9.873759e-05 -1.003161e-04 -1.013072e-04 -1.037164e-04 -1.042845e-04
## [451] -1.050061e-04 -1.084917e-04 -1.087846e-04 -1.116531e-04 -1.136708e-04
## [456] -1.146555e-04 -1.158768e-04 -1.172206e-04 -1.196076e-04 -1.206403e-04
## [461] -1.227686e-04 -1.237460e-04 -1.246169e-04 -1.266192e-04 -1.289189e-04
## [466] -1.296581e-04 -1.306940e-04 -1.323516e-04 -1.332737e-04 -1.352449e-04
## [471] -1.363460e-04 -1.381277e-04 -1.407106e-04 -1.409302e-04 -1.425218e-04
## [476] -1.442682e-04 -1.454495e-04 -1.462143e-04 -1.478914e-04 -1.482068e-04
## [481] -1.511231e-04 -1.515686e-04 -1.528271e-04 -1.541953e-04 -1.557581e-04
## [486] -1.562516e-04 -1.577404e-04 -1.592854e-04 -1.602950e-04 -1.615789e-04
## [491] -1.630688e-04 -1.638408e-04 -1.649205e-04 -1.674168e-04 -1.684231e-04
## [496] -1.707443e-04 -1.710488e-04 -1.716554e-04 -1.721186e-04 -1.734741e-04
## [501] -1.762659e-04 -1.777016e-04 -1.790063e-04 -1.799069e-04 -1.803123e-04
## [506] -1.816863e-04 -1.827116e-04 -1.844524e-04 -1.846953e-04 -1.854015e-04
## [511] -1.881907e-04 -1.896574e-04 -1.900824e-04 -1.916728e-04 -1.944083e-04
## [516] -1.949122e-04 -1.965368e-04 -1.968113e-04 -1.981438e-04 -1.990597e-04
## [521] -2.003491e-04 -2.013960e-04 -2.026543e-04 -2.040667e-04 -2.052213e-04
## [526] -2.058829e-04 -2.076043e-04 -2.094405e-04 -2.099099e-04 -2.109868e-04
## [531] -2.119886e-04 -2.130074e-04 -2.135009e-04 -2.139339e-04 -2.167371e-04
## [536] -2.175045e-04 -2.197037e-04 -2.207199e-04 -2.219240e-04 -2.230949e-04
## [541] -2.238079e-04 -2.247593e-04 -2.266921e-04 -2.272276e-04 -2.281222e-04
## [546] -2.290777e-04 -2.295168e-04 -2.301558e-04 -2.321406e-04 -2.323981e-04
## [551] -2.341524e-04 -2.351094e-04 -2.353817e-04 -2.371572e-04 -2.382613e-04
## [556] -2.403152e-04 -2.408468e-04 -2.416367e-04 -2.433718e-04 -2.438403e-04
## [561] -2.451231e-04 -2.461111e-04 -2.463460e-04 -2.478781e-04 -2.505431e-04
## [566] -2.511137e-04 -2.522682e-04 -2.539177e-04 -2.546700e-04 -2.548984e-04
## [571] -2.557894e-04 -2.575775e-04 -2.585969e-04 -2.589689e-04 -2.599848e-04
## [576] -2.607810e-04 -2.618042e-04 -2.626226e-04 -2.637931e-04 -2.643333e-04
## [581] -2.654113e-04 -2.673701e-04 -2.680577e-04 -2.692778e-04 -2.707113e-04
## [586] -2.720629e-04 -2.725469e-04 -2.742799e-04 -2.750079e-04 -2.757007e-04
## [591] -2.765308e-04 -2.781729e-04 -2.786543e-04 -2.796918e-04 -2.799732e-04
## [596] -2.811393e-04 -2.829441e-04 -2.830745e-04 -2.848406e-04 -2.862232e-04
## [601] -2.870422e-04 -2.877426e-04 -2.894705e-04 -2.907088e-04 -2.911371e-04
## [606] -2.917902e-04 -2.931926e-04 -2.952735e-04 -2.967793e-04 -2.970417e-04
## [611] -2.985021e-04 -3.000341e-04 -3.009631e-04 -3.025233e-04 -3.035769e-04
## [616] -3.045246e-04 -3.066445e-04 -3.074491e-04 -3.083577e-04 -3.090332e-04
## [621] -3.099572e-04 -3.113213e-04 -3.128029e-04 -3.133564e-04 -3.137491e-04
## [626] -3.144807e-04 -3.164245e-04 -3.173701e-04 -3.187414e-04 -3.191383e-04
## [631] -3.204002e-04 -3.210153e-04 -3.211829e-04 -3.225995e-04 -3.233417e-04
## [636] -3.237796e-04 -3.248376e-04 -3.272238e-04 -3.279927e-04 -3.295955e-04
## [641] -3.306247e-04 -3.312371e-04 -3.324373e-04 -3.336721e-04 -3.344987e-04
## [646] -3.345337e-04 -3.368018e-04 -3.379376e-04 -3.393209e-04 -3.409712e-04
## [651] -3.411956e-04 -3.423001e-04 -3.433383e-04 -3.438440e-04 -3.447297e-04
## [656] -3.461577e-04 -3.470559e-04 -3.486206e-04 -3.497737e-04 -3.510255e-04
## [661] -3.523206e-04 -3.534393e-04 -3.542642e-04 -3.559241e-04 -3.569533e-04
## [666] -3.579719e-04 -3.589241e-04 -3.602310e-04 -3.610069e-04 -3.624682e-04
## [671] -3.640150e-04 -3.651900e-04 -3.659113e-04 -3.666262e-04 -3.679363e-04
## [676] -3.693133e-04 -3.697813e-04 -3.712046e-04 -3.730621e-04 -3.736474e-04
## [681] -3.743913e-04 -3.747422e-04 -3.756425e-04 -3.764152e-04 -3.775132e-04
## [686] -3.790942e-04 -3.803391e-04 -3.820087e-04 -3.829160e-04 -3.850504e-04
## [691] -3.865201e-04 -3.876292e-04 -3.887142e-04 -3.892963e-04 -3.909772e-04
## [696] -3.922419e-04 -3.931780e-04 -3.945771e-04 -3.953694e-04 -3.963977e-04
## [701] -3.977306e-04 -3.981692e-04 -4.003162e-04 -4.012423e-04 -4.023341e-04
## [706] -4.044872e-04 -4.045288e-04 -4.076214e-04 -4.095096e-04 -4.102950e-04
## [711] -4.106450e-04 -4.118394e-04 -4.126639e-04 -4.151470e-04 -4.154429e-04
## [716] -4.175444e-04 -4.200065e-04 -4.203171e-04 -4.206969e-04 -4.227718e-04
## [721] -4.240489e-04 -4.247682e-04 -4.262131e-04 -4.283284e-04 -4.292282e-04
## [726] -4.299209e-04 -4.322870e-04 -4.332123e-04 -4.351450e-04 -4.356776e-04
## [731] -4.383075e-04 -4.398749e-04 -4.420500e-04 -4.430337e-04 -4.436407e-04
## [736] -4.443179e-04 -4.452525e-04 -4.469027e-04 -4.480248e-04 -4.500539e-04
## [741] -4.520372e-04 -4.544276e-04 -4.563353e-04 -4.584581e-04 -4.591026e-04
## [746] -4.614888e-04 -4.618928e-04 -4.649216e-04 -4.652654e-04 -4.663438e-04
## [751] -4.682190e-04 -4.696349e-04 -4.714572e-04 -4.724280e-04 -4.737744e-04
## [756] -4.748546e-04 -4.783315e-04 -4.801626e-04 -4.814466e-04 -4.838890e-04
## [761] -4.857766e-04 -4.875855e-04 -4.887611e-04 -4.891858e-04 -4.932153e-04
## [766] -4.943050e-04 -4.955932e-04 -4.974398e-04 -4.987693e-04 -5.021989e-04
## [771] -5.024950e-04 -5.067892e-04 -5.078030e-04 -5.092537e-04 -5.118832e-04
## [776] -5.153512e-04 -5.161128e-04 -5.188763e-04 -5.206057e-04 -5.232743e-04
## [781] -5.263979e-04 -5.284897e-04 -5.303308e-04 -5.310109e-04 -5.346192e-04
## [786] -5.351727e-04 -5.371530e-04 -5.418124e-04 -5.433312e-04 -5.482170e-04
## [791] -5.491898e-04 -5.510934e-04 -5.577702e-04 -5.641503e-04 -5.666983e-04
## [796] -5.690994e-04 -5.703175e-04 -5.740665e-04 -5.755355e-04 -5.816905e-04
## [801] -5.835009e-04 -5.879934e-04 -5.899507e-04 -5.923599e-04 -5.936118e-04
## [806] -5.980073e-04 -6.099152e-04 -6.116667e-04 -6.148531e-04 -6.175785e-04
## [811] -6.288230e-04 -6.320455e-04 -6.333484e-04 -6.384644e-04 -6.492775e-04
## [816] -6.544907e-04 -6.586099e-04 -6.658796e-04 -6.709068e-04 -6.767169e-04
## [821] -6.812427e-04 -6.887386e-04 -7.000902e-04 -7.189182e-04 -7.235192e-04
## [826] -7.347816e-04 -7.448612e-04 -7.516936e-04 -7.659763e-04 -7.905161e-04
## [831] -7.961765e-04 -8.274285e-04 -8.430855e-04 -8.474885e-04 -8.604555e-04
## [836] -8.845030e-04 -9.110551e-04 -9.321458e-04 -9.840447e-04 -1.051364e-03
## [841] -1.135217e-03 -1.437984e-03 -2.289291e-03
evaluate_consistency_metrics(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores)
## $trustworthiness
## [1] 0.6398316
##
## $continuity
## [1] 0.8387269
##
## $mantel_statistic
## [1] 0.3321321
##
## $mantel_p
## [1] 0.001
cjtt_u_test(dist_bray_filt, HbA1c_filt, var_method = "analytic")
## $U_statistic
## [1] 0.09906087
##
## $variance
## [1] 0.0005265915
##
## $z_score
## [1] 4.316833
##
## $p_value
## [1] 1.582839e-05
##
## $method
## [1] "analytic"
gco_decomposition(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores)
## consistency_score outlier class
## 1 0.1 FALSE C-type
## 2 0.0 FALSE C-type
## 3 0.0 FALSE C-type
## 4 0.0 FALSE C-type
## 5 0.2 FALSE Intermediate
## 6 0.2 FALSE Intermediate
## 7 0.0 FALSE C-type
## 8 0.1 FALSE C-type
## 9 0.1 FALSE C-type
## 10 0.0 FALSE C-type
## 11 0.1 FALSE C-type
## 12 0.0 FALSE C-type
## 13 0.1 FALSE C-type
## 14 0.2 FALSE Intermediate
## 15 0.1 FALSE C-type
## 16 0.0 FALSE C-type
## 17 0.3 TRUE O-type
## 18 0.0 FALSE C-type
## 19 0.0 FALSE C-type
## 20 0.2 TRUE O-type
## 21 0.1 FALSE C-type
## 22 0.0 FALSE C-type
## 23 0.0 FALSE C-type
## 24 0.5 TRUE O-type
## 25 0.0 FALSE C-type
## 26 0.0 FALSE C-type
## 27 0.2 FALSE Intermediate
## 28 0.1 FALSE C-type
## 29 0.0 FALSE C-type
## 30 0.1 FALSE C-type
## 31 0.0 FALSE C-type
## 32 0.0 FALSE C-type
## 33 0.0 FALSE C-type
## 34 0.1 FALSE C-type
## 35 0.1 FALSE C-type
## 36 0.0 FALSE C-type
## 37 0.0 FALSE C-type
## 38 0.1 FALSE C-type
## 39 0.2 TRUE O-type
## 40 0.0 FALSE C-type
## 41 0.0 FALSE C-type
## 42 0.0 FALSE C-type
## 43 0.1 FALSE C-type
## 44 0.1 FALSE C-type
## 45 0.1 FALSE C-type
## 46 0.2 FALSE Intermediate
## 47 0.1 FALSE C-type
## 48 0.0 FALSE C-type
## 49 0.1 FALSE C-type
## 50 0.0 FALSE C-type
## 51 0.2 FALSE Intermediate
## 52 0.2 FALSE Intermediate
## 53 0.1 FALSE C-type
## 54 0.0 FALSE C-type
## 55 0.0 FALSE C-type
## 56 0.0 FALSE C-type
## 57 0.0 FALSE C-type
## 58 0.0 FALSE C-type
## 59 0.1 FALSE C-type
## 60 0.2 FALSE Intermediate
## 61 0.0 FALSE C-type
## 62 0.0 FALSE C-type
## 63 0.0 FALSE C-type
## 64 0.1 FALSE C-type
## 65 0.2 FALSE Intermediate
## 66 0.0 FALSE C-type
## 67 0.2 FALSE Intermediate
## 68 0.0 FALSE C-type
## 69 0.2 FALSE Intermediate
## 70 0.0 FALSE C-type
## 71 0.1 FALSE C-type
## 72 0.0 FALSE C-type
## 73 0.1 FALSE C-type
## 74 0.0 FALSE C-type
## 75 0.0 FALSE C-type
## 76 0.1 FALSE C-type
## 77 0.2 FALSE Intermediate
## 78 0.0 FALSE C-type
## 79 0.0 TRUE O-type
## 80 0.1 FALSE C-type
## 81 0.0 FALSE C-type
## 82 0.0 FALSE C-type
## 83 0.0 FALSE C-type
## 84 0.0 FALSE C-type
## 85 0.0 TRUE O-type
## 86 0.1 FALSE C-type
## 87 0.1 FALSE C-type
## 88 0.0 FALSE C-type
## 89 0.1 FALSE C-type
## 90 0.0 FALSE C-type
## 91 0.0 FALSE C-type
## 92 0.2 FALSE Intermediate
## 93 0.0 FALSE C-type
## 94 0.1 FALSE C-type
## 95 0.1 FALSE C-type
## 96 0.2 FALSE Intermediate
## 97 0.0 FALSE C-type
## 98 0.0 FALSE C-type
## 99 0.0 FALSE C-type
## 100 0.0 FALSE C-type
## 101 0.0 FALSE C-type
## 102 0.1 FALSE C-type
## 103 0.0 FALSE C-type
## 104 0.0 FALSE C-type
## 105 0.0 FALSE C-type
## 106 0.0 FALSE C-type
## 107 0.0 FALSE C-type
## 108 0.1 FALSE C-type
## 109 0.0 FALSE C-type
## 110 0.1 FALSE C-type
## 111 0.0 FALSE C-type
## 112 0.0 FALSE C-type
## 113 0.0 FALSE C-type
## 114 0.0 FALSE C-type
## 115 0.0 FALSE C-type
## 116 0.0 FALSE C-type
## 117 0.0 FALSE C-type
## 118 0.0 FALSE C-type
## 119 0.0 FALSE C-type
## 120 0.0 FALSE C-type
## 121 0.0 FALSE C-type
## 122 0.0 FALSE C-type
## 123 0.0 TRUE O-type
## 124 0.1 FALSE C-type
## 125 0.0 FALSE C-type
## 126 0.0 FALSE C-type
## 127 0.2 FALSE Intermediate
## 128 0.0 FALSE C-type
## 129 0.0 TRUE O-type
## 130 0.1 FALSE C-type
## 131 0.0 FALSE C-type
## 132 0.2 FALSE Intermediate
## 133 0.0 FALSE C-type
## 134 0.1 FALSE C-type
## 135 0.0 FALSE C-type
## 136 0.0 FALSE C-type
## 137 0.1 FALSE C-type
## 138 0.1 FALSE C-type
## 139 0.0 FALSE C-type
## 140 0.1 FALSE C-type
## 141 0.1 FALSE C-type
## 142 0.0 FALSE C-type
## 143 0.1 FALSE C-type
## 144 0.0 FALSE C-type
## 145 0.0 FALSE C-type
## 146 0.1 FALSE C-type
## 147 0.0 FALSE C-type
## 148 0.0 FALSE C-type
## 149 0.1 FALSE C-type
## 150 0.0 FALSE C-type
## 151 0.0 FALSE C-type
## 152 0.1 FALSE C-type
## 153 0.0 FALSE C-type
## 154 0.2 FALSE Intermediate
## 155 0.1 FALSE C-type
## 156 0.0 FALSE C-type
## 157 0.0 FALSE C-type
## 158 0.0 FALSE C-type
## 159 0.1 FALSE C-type
## 160 0.1 FALSE C-type
## 161 0.2 FALSE Intermediate
## 162 0.0 FALSE C-type
## 163 0.1 FALSE C-type
## 164 0.0 FALSE C-type
## 165 0.0 FALSE C-type
## 166 0.0 FALSE C-type
## 167 0.0 FALSE C-type
## 168 0.1 FALSE C-type
## 169 0.1 TRUE O-type
## 170 0.1 FALSE C-type
## 171 0.0 FALSE C-type
## 172 0.1 FALSE C-type
## 173 0.1 FALSE C-type
## 174 0.0 FALSE C-type
## 175 0.0 FALSE C-type
## 176 0.1 TRUE O-type
## 177 0.0 FALSE C-type
## 178 0.0 FALSE C-type
## 179 0.0 FALSE C-type
## 180 0.0 FALSE C-type
## 181 0.0 FALSE C-type
## 182 0.0 FALSE C-type
## 183 0.1 FALSE C-type
## 184 0.0 FALSE C-type
## 185 0.2 FALSE Intermediate
## 186 0.1 FALSE C-type
## 187 0.0 FALSE C-type
## 188 0.6 TRUE O-type
## 189 0.0 FALSE C-type
## 190 0.0 FALSE C-type
## 191 0.0 FALSE C-type
## 192 0.2 FALSE Intermediate
## 193 0.0 FALSE C-type
## 194 0.0 FALSE C-type
## 195 0.0 FALSE C-type
## 196 0.1 FALSE C-type
## 197 0.0 FALSE C-type
## 198 0.1 FALSE C-type
## 199 0.0 FALSE C-type
## 200 0.0 FALSE C-type
## 201 0.0 FALSE C-type
## 202 0.0 FALSE C-type
## 203 0.0 FALSE C-type
## 204 0.1 FALSE C-type
## 205 0.1 FALSE C-type
## 206 0.1 FALSE C-type
## 207 0.0 FALSE C-type
## 208 0.1 FALSE C-type
## 209 0.2 TRUE O-type
## 210 0.0 FALSE C-type
## 211 0.1 FALSE C-type
## 212 0.1 FALSE C-type
## 213 0.1 FALSE C-type
## 214 0.0 FALSE C-type
## 215 0.0 FALSE C-type
## 216 0.1 FALSE C-type
## 217 0.0 FALSE C-type
## 218 0.1 FALSE C-type
## 219 0.0 FALSE C-type
## 220 0.0 FALSE C-type
## 221 0.0 TRUE O-type
## 222 0.0 FALSE C-type
## 223 0.1 TRUE O-type
## 224 0.0 FALSE C-type
## 225 0.0 FALSE C-type
## 226 0.1 FALSE C-type
## 227 0.1 FALSE C-type
## 228 0.1 FALSE C-type
## 229 0.0 FALSE C-type
## 230 0.0 FALSE C-type
## 231 0.0 FALSE C-type
## 232 0.0 FALSE C-type
## 233 0.1 FALSE C-type
## 234 0.1 FALSE C-type
## 235 0.1 FALSE C-type
## 236 0.1 FALSE C-type
## 237 0.0 FALSE C-type
## 238 0.1 FALSE C-type
## 239 0.1 FALSE C-type
## 240 0.0 FALSE C-type
## 241 0.0 FALSE C-type
## 242 0.0 FALSE C-type
## 243 0.0 FALSE C-type
## 244 0.1 FALSE C-type
## 245 0.1 FALSE C-type
## 246 0.0 TRUE O-type
## 247 0.0 FALSE C-type
## 248 0.1 FALSE C-type
## 249 0.0 FALSE C-type
## 250 0.2 FALSE Intermediate
## 251 0.0 FALSE C-type
## 252 0.0 FALSE C-type
## 253 0.0 FALSE C-type
## 254 0.1 FALSE C-type
## 255 0.2 FALSE Intermediate
## 256 0.2 FALSE Intermediate
## 257 0.2 FALSE Intermediate
## 258 0.0 FALSE C-type
## 259 0.0 FALSE C-type
## 260 0.1 FALSE C-type
## 261 0.1 FALSE C-type
## 262 0.0 FALSE C-type
## 263 0.0 FALSE C-type
## 264 0.1 FALSE C-type
## 265 0.0 FALSE C-type
## 266 0.0 FALSE C-type
## 267 0.1 FALSE C-type
## 268 0.0 FALSE C-type
## 269 0.1 FALSE C-type
## 270 0.0 FALSE C-type
## 271 0.0 FALSE C-type
## 272 0.0 FALSE C-type
## 273 0.1 FALSE C-type
## 274 0.0 FALSE C-type
## 275 0.1 FALSE C-type
## 276 0.1 FALSE C-type
## 277 0.0 FALSE C-type
## 278 0.0 FALSE C-type
## 279 0.0 FALSE C-type
## 280 0.0 FALSE C-type
## 281 0.0 FALSE C-type
## 282 0.0 FALSE C-type
## 283 0.0 FALSE C-type
## 284 0.0 FALSE C-type
## 285 0.0 FALSE C-type
## 286 0.0 FALSE C-type
## 287 0.1 FALSE C-type
## 288 0.1 FALSE C-type
## 289 0.1 FALSE C-type
## 290 0.1 FALSE C-type
## 291 0.0 FALSE C-type
## 292 0.2 TRUE O-type
## 293 0.0 FALSE C-type
## 294 0.0 FALSE C-type
## 295 0.0 FALSE C-type
## 296 0.1 FALSE C-type
## 297 0.1 FALSE C-type
## 298 0.0 FALSE C-type
## 299 0.2 FALSE Intermediate
## 300 0.2 FALSE Intermediate
## 301 0.0 FALSE C-type
## 302 0.0 FALSE C-type
## 303 0.0 FALSE C-type
## 304 0.1 FALSE C-type
## 305 0.1 FALSE C-type
## 306 0.0 FALSE C-type
## 307 0.0 FALSE C-type
## 308 0.0 FALSE C-type
## 309 0.0 FALSE C-type
## 310 0.0 FALSE C-type
## 311 0.0 FALSE C-type
## 312 0.2 FALSE Intermediate
## 313 0.0 FALSE C-type
## 314 0.1 FALSE C-type
## 315 0.0 FALSE C-type
## 316 0.1 FALSE C-type
## 317 0.0 FALSE C-type
## 318 0.1 FALSE C-type
## 319 0.1 FALSE C-type
## 320 0.0 FALSE C-type
## 321 0.0 FALSE C-type
## 322 0.0 FALSE C-type
## 323 0.0 FALSE C-type
## 324 0.2 TRUE O-type
## 325 0.0 FALSE C-type
## 326 0.1 FALSE C-type
## 327 0.0 FALSE C-type
## 328 0.1 FALSE C-type
## 329 0.0 FALSE C-type
## 330 0.0 FALSE C-type
## 331 0.0 FALSE C-type
## 332 0.0 FALSE C-type
## 333 0.1 FALSE C-type
## 334 0.0 FALSE C-type
## 335 0.0 FALSE C-type
## 336 0.1 FALSE C-type
## 337 0.2 FALSE Intermediate
## 338 0.0 FALSE C-type
## 339 0.0 FALSE C-type
## 340 0.0 FALSE C-type
## 341 0.1 FALSE C-type
## 342 0.0 FALSE C-type
## 343 0.0 FALSE C-type
## 344 0.0 FALSE C-type
## 345 0.1 FALSE C-type
## 346 0.2 TRUE O-type
## 347 0.2 FALSE Intermediate
## 348 0.0 FALSE C-type
## 349 0.0 FALSE C-type
## 350 0.0 FALSE C-type
## 351 0.0 FALSE C-type
## 352 0.1 FALSE C-type
## 353 0.1 FALSE C-type
## 354 0.0 FALSE C-type
## 355 0.0 FALSE C-type
## 356 0.1 FALSE C-type
## 357 0.1 TRUE O-type
## 358 0.2 TRUE O-type
## 359 0.0 FALSE C-type
## 360 0.1 FALSE C-type
## 361 0.0 FALSE C-type
## 362 0.1 FALSE C-type
## 363 0.0 FALSE C-type
## 364 0.2 TRUE O-type
## 365 0.1 FALSE C-type
## 366 0.0 FALSE C-type
## 367 0.1 FALSE C-type
## 368 0.0 FALSE C-type
## 369 0.0 FALSE C-type
## 370 0.0 FALSE C-type
## 371 0.1 FALSE C-type
## 372 0.0 FALSE C-type
## 373 0.0 FALSE C-type
## 374 0.0 FALSE C-type
## 375 0.0 FALSE C-type
## 376 0.0 FALSE C-type
## 377 0.1 FALSE C-type
## 378 0.0 FALSE C-type
## 379 0.0 FALSE C-type
## 380 0.0 FALSE C-type
## 381 0.0 FALSE C-type
## 382 0.2 TRUE O-type
## 383 0.1 FALSE C-type
## 384 0.0 TRUE O-type
## 385 0.2 FALSE Intermediate
## 386 0.0 FALSE C-type
## 387 0.1 TRUE O-type
## 388 0.0 FALSE C-type
## 389 0.0 FALSE C-type
## 390 0.1 FALSE C-type
## 391 0.0 FALSE C-type
## 392 0.1 FALSE C-type
## 393 0.0 FALSE C-type
## 394 0.1 FALSE C-type
## 395 0.1 FALSE C-type
## 396 0.2 TRUE O-type
## 397 0.0 FALSE C-type
## 398 0.0 FALSE C-type
## 399 0.0 FALSE C-type
## 400 0.1 FALSE C-type
## 401 0.1 FALSE C-type
## 402 0.0 FALSE C-type
## 403 0.0 FALSE C-type
## 404 0.0 FALSE C-type
## 405 0.1 FALSE C-type
## 406 0.2 TRUE O-type
## 407 0.1 FALSE C-type
## 408 0.1 FALSE C-type
## 409 0.1 FALSE C-type
## 410 0.1 FALSE C-type
## 411 0.1 FALSE C-type
## 412 0.1 FALSE C-type
## 413 0.0 FALSE C-type
## 414 0.0 FALSE C-type
## 415 0.1 FALSE C-type
## 416 0.0 FALSE C-type
## 417 0.0 FALSE C-type
## 418 0.1 FALSE C-type
## 419 0.0 FALSE C-type
## 420 0.2 FALSE Intermediate
## 421 0.6 TRUE O-type
## 422 0.0 FALSE C-type
## 423 0.0 FALSE C-type
## 424 0.1 FALSE C-type
## 425 0.0 FALSE C-type
## 426 0.0 FALSE C-type
## 427 0.0 FALSE C-type
## 428 0.2 FALSE Intermediate
## 429 0.0 FALSE C-type
## 430 0.0 FALSE C-type
## 431 0.0 FALSE C-type
## 432 0.0 FALSE C-type
## 433 0.2 FALSE Intermediate
## 434 0.4 FALSE Intermediate
## 435 0.2 FALSE Intermediate
## 436 0.2 FALSE Intermediate
## 437 0.0 FALSE C-type
## 438 0.0 FALSE C-type
## 439 0.0 FALSE C-type
## 440 0.0 FALSE C-type
## 441 0.1 TRUE O-type
## 442 0.0 FALSE C-type
## 443 0.0 FALSE C-type
## 444 0.0 FALSE C-type
## 445 0.0 FALSE C-type
## 446 0.1 FALSE C-type
## 447 0.1 FALSE C-type
## 448 0.0 FALSE C-type
## 449 0.2 FALSE Intermediate
## 450 0.0 FALSE C-type
## 451 0.3 FALSE Intermediate
## 452 0.1 TRUE O-type
## 453 0.0 FALSE C-type
## 454 0.1 FALSE C-type
## 455 0.0 FALSE C-type
## 456 0.0 FALSE C-type
## 457 0.6 TRUE O-type
## 458 0.0 FALSE C-type
## 459 0.0 FALSE C-type
## 460 0.0 FALSE C-type
## 461 0.0 FALSE C-type
## 462 0.0 FALSE C-type
## 463 0.0 FALSE C-type
## 464 0.0 TRUE O-type
## 465 0.3 FALSE Intermediate
## 466 0.2 FALSE Intermediate
## 467 0.2 FALSE Intermediate
## 468 0.1 FALSE C-type
## 469 0.3 FALSE Intermediate
## 470 0.0 TRUE O-type
## 471 0.0 FALSE C-type
## 472 0.1 FALSE C-type
## 473 0.0 FALSE C-type
## 474 0.1 FALSE C-type
## 475 0.0 TRUE O-type
## 476 0.1 FALSE C-type
## 477 0.0 FALSE C-type
## 478 0.3 TRUE O-type
## 479 0.0 FALSE C-type
## 480 0.0 FALSE C-type
## 481 0.1 FALSE C-type
## 482 0.1 FALSE C-type
## 483 0.3 FALSE Intermediate
## 484 0.4 TRUE O-type
## 485 0.4 FALSE Intermediate
## 486 0.1 FALSE C-type
## 487 0.1 TRUE O-type
## 488 0.1 FALSE C-type
## 489 0.1 FALSE C-type
## 490 0.0 FALSE C-type
## 491 0.0 FALSE C-type
## 492 0.0 TRUE O-type
## 493 0.0 FALSE C-type
## 494 0.1 FALSE C-type
## 495 0.1 TRUE O-type
## 496 0.0 TRUE O-type
## 497 0.0 FALSE C-type
## 498 0.4 TRUE O-type
## 499 0.1 FALSE C-type
## 500 0.0 FALSE C-type
## 501 0.1 FALSE C-type
## 502 0.0 FALSE C-type
## 503 0.2 FALSE Intermediate
## 504 0.1 FALSE C-type
## 505 0.0 FALSE C-type
## 506 0.3 FALSE Intermediate
## 507 0.0 FALSE C-type
## 508 0.0 FALSE C-type
## 509 0.1 FALSE C-type
## 510 0.1 FALSE C-type
## 511 0.0 FALSE C-type
## 512 0.2 TRUE O-type
## 513 0.0 FALSE C-type
## 514 0.1 FALSE C-type
## 515 0.0 FALSE C-type
## 516 0.0 FALSE C-type
## 517 0.0 FALSE C-type
## 518 0.1 FALSE C-type
## 519 0.1 FALSE C-type
## 520 0.0 TRUE O-type
## 521 0.0 FALSE C-type
## 522 0.0 FALSE C-type
## 523 0.1 FALSE C-type
## 524 0.0 FALSE C-type
## 525 0.0 FALSE C-type
## 526 0.0 FALSE C-type
## 527 0.0 FALSE C-type
## 528 0.0 FALSE C-type
## 529 0.1 FALSE C-type
## 530 0.2 TRUE O-type
## 531 0.2 FALSE Intermediate
## 532 0.0 FALSE C-type
## 533 0.0 TRUE O-type
## 534 0.0 FALSE C-type
## 535 0.0 FALSE C-type
## 536 0.0 FALSE C-type
## 537 0.0 FALSE C-type
## 538 0.0 FALSE C-type
## 539 0.1 FALSE C-type
## 540 0.0 FALSE C-type
## 541 0.0 FALSE C-type
## 542 0.0 FALSE C-type
## 543 0.0 FALSE C-type
## 544 0.3 FALSE Intermediate
## 545 0.1 FALSE C-type
## 546 0.0 FALSE C-type
## 547 0.2 TRUE O-type
## 548 0.0 FALSE C-type
## 549 0.1 FALSE C-type
## 550 0.0 TRUE O-type
## 551 0.1 FALSE C-type
## 552 0.2 FALSE Intermediate
## 553 0.0 FALSE C-type
## 554 0.0 FALSE C-type
## 555 0.1 FALSE C-type
## 556 0.0 FALSE C-type
## 557 0.1 FALSE C-type
## 558 0.2 FALSE Intermediate
## 559 0.0 FALSE C-type
## 560 0.0 FALSE C-type
## 561 0.0 FALSE C-type
## 562 0.1 FALSE C-type
## 563 0.0 FALSE C-type
## 564 0.0 FALSE C-type
## 565 0.1 FALSE C-type
## 566 0.0 FALSE C-type
## 567 0.0 FALSE C-type
## 568 0.0 FALSE C-type
## 569 0.1 TRUE O-type
## 570 0.0 FALSE C-type
## 571 0.0 FALSE C-type
## 572 0.0 FALSE C-type
## 573 0.0 FALSE C-type
## 574 0.5 FALSE Intermediate
## 575 0.0 FALSE C-type
## 576 0.0 FALSE C-type
## 577 0.0 FALSE C-type
## 578 0.0 FALSE C-type
## 579 0.0 FALSE C-type
## 580 0.0 FALSE C-type
## 581 0.0 FALSE C-type
## 582 0.0 FALSE C-type
## 583 0.0 TRUE O-type
## 584 0.0 FALSE C-type
## 585 0.0 TRUE O-type
## 586 0.0 FALSE C-type
## 587 0.1 FALSE C-type
## 588 0.0 TRUE O-type
## 589 0.0 FALSE C-type
## 590 0.1 FALSE C-type
## 591 0.2 TRUE O-type
## 592 0.1 FALSE C-type
## 593 0.0 FALSE C-type
## 594 0.0 FALSE C-type
## 595 0.0 FALSE C-type
## 596 0.1 FALSE C-type
## 597 0.1 FALSE C-type
## 598 0.1 FALSE C-type
## 599 0.0 TRUE O-type
## 600 0.1 TRUE O-type
## 601 0.0 FALSE C-type
## 602 0.0 FALSE C-type
## 603 0.1 FALSE C-type
## 604 0.0 FALSE C-type
## 605 0.0 FALSE C-type
## 606 0.0 TRUE O-type
## 607 0.0 FALSE C-type
## 608 0.0 FALSE C-type
## 609 0.1 TRUE O-type
## 610 0.0 FALSE C-type
## 611 0.3 FALSE Intermediate
## 612 0.0 FALSE C-type
## 613 0.1 FALSE C-type
## 614 0.0 FALSE C-type
## 615 0.0 FALSE C-type
## 616 0.0 FALSE C-type
## 617 0.0 FALSE C-type
## 618 0.0 FALSE C-type
## 619 0.1 FALSE C-type
## 620 0.0 FALSE C-type
## 621 0.0 FALSE C-type
## 622 0.1 FALSE C-type
## 623 0.0 TRUE O-type
## 624 0.0 FALSE C-type
## 625 0.0 FALSE C-type
## 626 0.0 FALSE C-type
## 627 0.1 FALSE C-type
## 628 0.0 FALSE C-type
## 629 0.1 FALSE C-type
## 630 0.0 FALSE C-type
## 631 0.1 FALSE C-type
## 632 0.0 FALSE C-type
## 633 0.0 FALSE C-type
## 634 0.0 FALSE C-type
## 635 0.0 FALSE C-type
## 636 0.0 FALSE C-type
## 637 0.0 FALSE C-type
## 638 0.0 FALSE C-type
## 639 0.0 FALSE C-type
## 640 0.3 TRUE O-type
## 641 0.0 FALSE C-type
## 642 0.4 FALSE Intermediate
## 643 0.0 FALSE C-type
## 644 0.0 FALSE C-type
## 645 0.0 FALSE C-type
## 646 0.1 FALSE C-type
## 647 0.1 FALSE C-type
## 648 0.0 FALSE C-type
## 649 0.1 FALSE C-type
## 650 0.0 FALSE C-type
## 651 0.0 FALSE C-type
## 652 0.0 FALSE C-type
## 653 0.0 TRUE O-type
## 654 0.2 FALSE Intermediate
## 655 0.0 FALSE C-type
## 656 0.1 FALSE C-type
## 657 0.0 FALSE C-type
## 658 0.0 FALSE C-type
## 659 0.0 FALSE C-type
## 660 0.0 FALSE C-type
## 661 0.0 FALSE C-type
## 662 0.0 FALSE C-type
## 663 0.0 FALSE C-type
## 664 0.1 FALSE C-type
## 665 0.1 FALSE C-type
## 666 0.1 FALSE C-type
## 667 0.0 FALSE C-type
## 668 0.0 TRUE O-type
## 669 0.2 FALSE Intermediate
## 670 0.1 FALSE C-type
## 671 0.0 FALSE C-type
## 672 0.1 TRUE O-type
## 673 0.0 FALSE C-type
## 674 0.3 FALSE Intermediate
## 675 0.0 FALSE C-type
## 676 0.0 FALSE C-type
## 677 0.0 FALSE C-type
## 678 0.0 FALSE C-type
## 679 0.0 FALSE C-type
## 680 0.2 FALSE Intermediate
## 681 0.0 FALSE C-type
## 682 0.0 FALSE C-type
## 683 0.0 FALSE C-type
## 684 0.1 FALSE C-type
## 685 0.1 FALSE C-type
## 686 0.0 FALSE C-type
## 687 0.0 FALSE C-type
## 688 0.0 FALSE C-type
## 689 0.1 FALSE C-type
## 690 0.0 FALSE C-type
## 691 0.0 FALSE C-type
## 692 0.1 TRUE O-type
## 693 0.0 FALSE C-type
## 694 0.0 FALSE C-type
## 695 0.1 FALSE C-type
## 696 0.2 FALSE Intermediate
## 697 0.2 FALSE Intermediate
## 698 0.1 FALSE C-type
## 699 0.0 FALSE C-type
## 700 0.0 TRUE O-type
## 701 0.0 FALSE C-type
## 702 0.2 FALSE Intermediate
## 703 0.0 FALSE C-type
## 704 0.0 FALSE C-type
## 705 0.0 TRUE O-type
## 706 0.1 FALSE C-type
## 707 0.3 TRUE O-type
## 708 0.1 FALSE C-type
## 709 0.0 FALSE C-type
## 710 0.0 FALSE C-type
## 711 0.0 FALSE C-type
## 712 0.0 FALSE C-type
## 713 0.1 FALSE C-type
## 714 0.1 FALSE C-type
## 715 0.0 FALSE C-type
## 716 0.0 FALSE C-type
## 717 0.0 FALSE C-type
## 718 0.0 FALSE C-type
## 719 0.2 FALSE Intermediate
## 720 0.1 FALSE C-type
## 721 0.1 FALSE C-type
## 722 0.1 FALSE C-type
## 723 0.1 FALSE C-type
## 724 0.0 FALSE C-type
## 725 0.0 FALSE C-type
## 726 0.1 FALSE C-type
## 727 0.1 FALSE C-type
## 728 0.0 FALSE C-type
## 729 0.0 TRUE O-type
## 730 0.0 TRUE O-type
## 731 0.0 FALSE C-type
## 732 0.2 TRUE O-type
## 733 0.1 FALSE C-type
## 734 0.1 FALSE C-type
## 735 0.0 FALSE C-type
## 736 0.0 FALSE C-type
## 737 0.0 FALSE C-type
## 738 0.0 FALSE C-type
## 739 0.0 FALSE C-type
## 740 0.0 FALSE C-type
## 741 0.1 FALSE C-type
## 742 0.0 FALSE C-type
## 743 0.1 FALSE C-type
## 744 0.0 FALSE C-type
## 745 0.0 FALSE C-type
## 746 0.0 FALSE C-type
## 747 0.0 FALSE C-type
## 748 0.0 FALSE C-type
## 749 0.2 FALSE Intermediate
## 750 0.0 FALSE C-type
## 751 0.0 FALSE C-type
## 752 0.0 FALSE C-type
## 753 0.0 FALSE C-type
## 754 0.1 TRUE O-type
## 755 0.0 FALSE C-type
## 756 0.0 FALSE C-type
## 757 0.0 FALSE C-type
## 758 0.0 FALSE C-type
## 759 0.0 FALSE C-type
## 760 0.0 TRUE O-type
## 761 0.0 FALSE C-type
## 762 0.0 FALSE C-type
## 763 0.0 FALSE C-type
## 764 0.1 FALSE C-type
## 765 0.0 FALSE C-type
## 766 0.0 FALSE C-type
## 767 0.0 FALSE C-type
## 768 0.0 FALSE C-type
## 769 0.0 FALSE C-type
## 770 0.1 FALSE C-type
## 771 0.2 FALSE Intermediate
## 772 0.0 FALSE C-type
## 773 0.0 TRUE O-type
## 774 0.1 TRUE O-type
## 775 0.0 FALSE C-type
## 776 0.2 FALSE Intermediate
## 777 0.3 TRUE O-type
## 778 0.0 FALSE C-type
## 779 0.0 FALSE C-type
## 780 0.0 FALSE C-type
## 781 0.1 FALSE C-type
## 782 0.0 FALSE C-type
## 783 0.2 TRUE O-type
## 784 0.0 FALSE C-type
## 785 0.0 FALSE C-type
## 786 0.0 FALSE C-type
## 787 0.0 TRUE O-type
## 788 0.0 FALSE C-type
## 789 0.0 FALSE C-type
## 790 0.1 FALSE C-type
## 791 0.0 FALSE C-type
## 792 0.1 FALSE C-type
## 793 0.0 TRUE O-type
## 794 0.0 TRUE O-type
## 795 0.0 FALSE C-type
## 796 0.0 FALSE C-type
## 797 0.0 FALSE C-type
## 798 0.0 FALSE C-type
## 799 0.2 FALSE Intermediate
## 800 0.0 FALSE C-type
## 801 0.0 FALSE C-type
## 802 0.1 FALSE C-type
## 803 0.0 FALSE C-type
## 804 0.1 FALSE C-type
## 805 0.0 FALSE C-type
## 806 0.2 FALSE Intermediate
## 807 0.0 TRUE O-type
## 808 0.1 FALSE C-type
## 809 0.0 FALSE C-type
## 810 0.0 FALSE C-type
## 811 0.1 TRUE O-type
## 812 0.0 FALSE C-type
## 813 0.4 FALSE Intermediate
## 814 0.2 FALSE Intermediate
## 815 0.1 FALSE C-type
## 816 0.1 FALSE C-type
## 817 0.2 FALSE Intermediate
## 818 0.0 FALSE C-type
## 819 0.1 FALSE C-type
## 820 0.0 FALSE C-type
## 821 0.2 TRUE O-type
## 822 0.2 FALSE Intermediate
## 823 0.3 FALSE Intermediate
## 824 0.1 FALSE C-type
## 825 0.3 FALSE Intermediate
## 826 0.0 FALSE C-type
## 827 0.1 FALSE C-type
## 828 0.0 FALSE C-type
## 829 0.0 FALSE C-type
## 830 0.1 FALSE C-type
## 831 0.1 FALSE C-type
## 832 0.0 TRUE O-type
## 833 0.0 FALSE C-type
## 834 0.0 FALSE C-type
## 835 0.0 FALSE C-type
## 836 0.0 FALSE C-type
## 837 0.2 FALSE Intermediate
## 838 0.1 TRUE O-type
## 839 0.0 FALSE C-type
## 840 0.1 FALSE C-type
## 841 0.0 FALSE C-type
## 842 0.1 TRUE O-type
## 843 0.3 TRUE O-type
CRP
CRP <- as.numeric(sample_data(ps)[["Fasting.plasma.CRP..mg.L."]])
## Warning: NAs introduced by coercion
keep <- !is.na(CRP)
ps_filt <- prune_samples(keep, ps)
CRP_filt <- as.numeric(sample_data(ps_filt)[["Fasting.plasma.CRP..mg.L."]])
dist_bray_filt <- phyloseq::distance(ps_filt, method = "bray")
res <- BetaTREND::gradient_projection(dist_bray_filt, CRP_filt)
res
## $projection_scores
## [1] -0.5203018289 -0.3323819750 -0.2978289638 0.0094619182 0.9095490636
## [6] -0.6841600987 -0.1331721900 -0.1589451785 -0.4725885672 -0.0237393618
## [11] 0.0558656017 0.2984172434 -0.2426851433 0.2187750249 -0.1776069709
## [16] 0.8522170433 -0.2024105750 -0.1380712377 -0.6348289687 -0.0068554191
## [21] 0.6593537464 -0.4711312948 1.1818708079 0.2150596700 0.1781595639
## [26] 1.0182721260 0.4165496927 0.3348526432 0.3799112044 -0.5043791171
## [31] -0.3549331567 0.5985722332 -0.3174118007 -0.2364391834 -0.0374752881
## [36] -0.0246320938 0.5265484170 -0.9002731511 0.1381757909 -0.1180522307
## [41] -0.4095180804 0.3788578813 0.5464867240 0.4282246838 0.6229328419
## [46] -0.4991575842 0.1447889374 0.1660608811 -0.2431418952 -0.6272003586
## [51] -0.4319740002 -0.5006280264 -0.6004917686 -0.5648704251 0.8064077567
## [56] -0.4929461769 -0.0790733179 -0.1792119321 -0.2705645008 -0.0286002484
## [61] 0.1094961968 -0.4440072279 0.7431314747 -0.3566520125 -0.1821312692
## [66] -0.2590421052 -0.4771944082 -0.3590210539 -0.2276177849 -0.4225464363
## [71] -0.1050672023 0.1960457461 -0.0354504026 -0.5388767591 -0.2455959092
## [76] 0.3346725690 -0.0368187024 -0.1756539757 0.7970349577 -0.4942567607
## [81] -0.5861147771 0.4092363467 -0.2343280606 -0.4278343365 -0.3358860689
## [86] 0.3272046335 -0.3788525256 0.4739230843 0.4616394748 -0.4666943717
## [91] -0.8486161150 0.2450000582 -0.7727933995 -0.4771995148 -0.6300234795
## [96] -0.7635538315 -0.7779800593 -0.2512394649 -0.2536747251 -0.4059256652
## [101] -0.5116471766 -0.1653047261 0.0301283037 -0.6627582499 -0.0177141951
## [106] -0.2692219903 -0.1541214717 -0.0624412213 0.3427933552 -0.4722343090
## [111] 0.3651683411 -0.4632749725 0.2123637976 0.0196493498 -0.3602837474
## [116] 1.0195925873 -0.3529258484 -0.1771921648 0.3439612795 -0.3532182093
## [121] -0.3493134487 -0.2617696858 0.3497754157 0.5020043279 0.1876536986
## [126] -0.3007534258 -0.2830169500 0.1057909846 0.0050834346 -0.2889575089
## [131] 0.7792750961 -0.6259845959 -0.4723557966 0.6230977904 0.0464809567
## [136] -0.3216869075 0.2074017525 -0.0220453668 0.2577480757 0.3298811476
## [141] -0.6203087771 0.6322839614 -0.4510814036 0.0103690820 -0.7722135636
## [146] -0.3586568400 0.0234328329 -0.3259025630 0.2114172781 0.0659184813
## [151] -0.4543050294 0.1878014632 0.6680784017 -0.5040888271 0.7113914252
## [156] -0.8171955443 -0.0573069846 -0.1875726097 -0.6389669897 0.4345782840
## [161] 0.5896610156 0.3114388204 0.7131731046 0.5512182632 0.1241146606
## [166] -0.0110030719 -0.6580142096 -0.0992403560 -0.1887650583 -0.4521843955
## [171] 0.7644145449 -0.6142501648 -0.5782165058 -0.3976295221 0.7799437768
## [176] -0.1100578116 0.0778536961 -0.7200327369 -0.2607501383 0.5215225929
## [181] -0.3126327898 -0.1641275182 -0.6199242030 -0.1946010907 -0.1225753434
## [186] -0.1220631510 0.5892943439 0.4878722865 0.6543625251 1.2684496279
## [191] 0.0613909725 -0.6633440751 -0.3766712746 -0.6903294205 -0.7272871166
## [196] -0.4376686732 0.6159299184 -0.2481466339 0.0709019708 0.0549084724
## [201] -0.5744620960 0.2300458647 -0.0491883225 0.3031255409 0.0991854708
## [206] 0.0548672270 0.8301344248 -0.4733829982 0.2551910823 0.4168241910
## [211] 1.0769793093 -0.5879909010 -0.3042643423 0.2519637268 -0.5215157257
## [216] 0.3278209834 -0.2987050494 0.2442248111 -0.1072014417 -0.3260556907
## [221] -0.2067769200 -0.6754932253 0.4214570926 0.4135643817 -0.2743177205
## [226] -0.0980389014 -0.2785039770 0.2272755670 0.3424172695 -0.4999708451
## [231] -0.3550113121 -0.0178686959 -0.4830351335 -0.3144816903 0.0382018955
## [236] -0.2690240416 -0.7128016691 0.1040781791 -0.5237832189 0.1028060489
## [241] 0.2654937259 -0.4938278319 0.7814235050 -0.9913043706 0.1340790722
## [246] -0.3323353260 -0.3201058556 -0.1950730520 -0.2794413385 0.2223329251
## [251] 0.0200882845 -0.5943296245 -0.7312941600 -0.2930296488 -0.1386362881
## [256] -0.5082965911 -0.5751586502 0.3788098275 -0.7758541691 0.3742956391
## [261] 0.0527497163 0.3247605641 -0.7666099156 -0.2543826937 -0.0153873761
## [266] -0.3274683622 0.4390313069 -0.2562043874 0.1228037595 0.0950288346
## [271] 0.2165421174 0.0328854441 -0.4588234733 -0.5027026759 -0.2323480322
## [276] -0.6842650985 -0.3946738942 0.1779827113 -0.8200419536 -0.6720889812
## [281] 0.0532275015 -0.4098973149 -0.1987706345 0.3356241125 0.3879481338
## [286] -0.5743550161 0.0340064714 -0.4189471818 0.1263214110 -0.2995109446
## [291] -0.3787956130 -0.6456670001 0.6289608360 -0.6050437082 -0.7714356381
## [296] -0.1737097708 -0.3763858012 -0.1108676492 -0.0070113900 -0.1115403273
## [301] 0.0033389134 -0.6569644156 -0.3002094856 -0.6885324706 -0.6775523766
## [306] -0.3536259168 0.7045472359 0.7508532399 0.0036583856 -0.3015915822
## [311] -0.1173169108 -0.3701130615 -0.2926782983 -0.5377518537 -0.5043683819
## [316] 0.1980117064 0.2309867076 -0.4376297096 0.0044570071 -0.2941374654
## [321] -0.4949228293 -0.2388058789 0.1654778182 -0.5041531402 -0.4097779307
## [326] 0.1829380906 0.9708498222 -0.1405004590 -0.7736691636 -0.6245819793
## [331] -0.2396327679 -0.4585182607 -0.3634058221 0.3393079005 0.0600662216
## [336] -0.6483710851 -0.3934760116 -0.1941293224 -0.4465212832 0.6415758183
## [341] 0.1227686561 -0.4068744322 -0.1906125668 -0.3895588675 -0.5127402055
## [346] -0.1829453619 -0.4137600851 -0.0823585778 -0.8906883604 -0.5594395916
## [351] -0.4514763764 -0.2723372181 -0.6023023495 -0.2329495528 -0.4710537850
## [356] -0.5378635711 -0.3153028581 0.3166895714 -0.3443300745 0.2380516238
## [361] 0.8389494200 -0.2580814108 0.0574728098 0.3830420447 -0.7200576408
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## [816] 0.4743858075 0.3270260380 -0.7002842880 -0.1846258447 -0.5469619108
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## [846] 0.3570671692 0.2535784233 -0.6050065672 0.2480863579 1.2315264439
## [851] 1.0560756136
##
## $gradient_direction
## [,1]
## [1,] -0.366981
## [2,] 1.447554
## [3,] 1.430447
## [4,] -2.856437
## [5,] -2.235805
##
## $PCoA_coordinates
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## x30MCx3154 -0.0470212864
## x30MCx3155 0.0410623468
## x30MCx3161 0.0571207026
## x30MCx3186 0.0441722657
## x30MCx3187 0.0658340831
## x30MCx3203 0.1465424076
## x30MCx3208 -0.0520402182
## x30MCx3215 0.1082860303
## x30MCx3220 -0.0154280581
## x30MCx3225 -0.0200949721
## x30MCx3244 -0.0305087156
## x30MCx3249 0.0290803544
## x30MCx3256 -0.0568424183
## x30MCx3259 -0.0510621965
## x30MCx3260 -0.0768679218
## x30MCx3270 0.0294447055
## x30MCx3279 0.0848080205
## x30MCx3285 -0.1633044310
## x30MCx3297 -0.0907106728
## x30MCx3305 -0.0450720969
## x30MCx3353 0.1734623003
## x30MCx3360 -0.1409350210
## x30MCx3367 -0.0323576219
## x30MCx3372 0.1623117326
## x30MCx3382 0.0263018157
## x30MCx1731 0.0462516341
## x30MCx2868 -0.0640751007
## x30MCx3184 0.0317222988
## x10MCx1626 -0.0422997213
## x10MCx2535 0.1349199338
## x12MCx1124 -0.0457534278
## x12MCx2938 -0.1555076132
## x12MCx2996 -0.0941662853
## x12MCx3165 -0.1265054297
##
## $adjusted_R2
## [1] -0.002684849
##
## $p_value
## value
## 0.7423793
##
## $plot
##
## $variance_explained
## [1] 1.314699e-01 8.842354e-02 6.124681e-02 4.034185e-02 2.259926e-02
## [6] 2.127933e-02 1.825283e-02 1.653879e-02 1.468290e-02 1.457803e-02
## [11] 1.353184e-02 1.208057e-02 1.174545e-02 1.097855e-02 1.077944e-02
## [16] 9.508684e-03 9.209229e-03 8.649349e-03 8.469234e-03 8.023276e-03
## [21] 7.927708e-03 7.572509e-03 7.080797e-03 6.968970e-03 6.937389e-03
## [26] 6.841122e-03 6.344816e-03 6.259252e-03 6.143416e-03 6.005424e-03
## [31] 5.902545e-03 5.666485e-03 5.563051e-03 5.449306e-03 5.233438e-03
## [36] 5.169883e-03 5.085238e-03 4.930429e-03 4.866581e-03 4.795902e-03
## [41] 4.699904e-03 4.562803e-03 4.468321e-03 4.383375e-03 4.302317e-03
## [46] 4.272946e-03 4.209890e-03 4.120963e-03 3.976904e-03 3.893384e-03
## [51] 3.855745e-03 3.747808e-03 3.703225e-03 3.611454e-03 3.487230e-03
## [56] 3.411148e-03 3.393556e-03 3.323555e-03 3.306723e-03 3.283075e-03
## [61] 3.216386e-03 3.181024e-03 3.131786e-03 3.075980e-03 3.054283e-03
## [66] 2.958302e-03 2.857161e-03 2.848556e-03 2.802260e-03 2.776815e-03
## [71] 2.721961e-03 2.694312e-03 2.682231e-03 2.604810e-03 2.590139e-03
## [76] 2.576101e-03 2.553534e-03 2.490762e-03 2.481066e-03 2.424826e-03
## [81] 2.402881e-03 2.381651e-03 2.339643e-03 2.299997e-03 2.279323e-03
## [86] 2.246926e-03 2.209890e-03 2.185727e-03 2.137435e-03 2.110583e-03
## [91] 2.098238e-03 2.093571e-03 2.048961e-03 2.023716e-03 2.010536e-03
## [96] 1.992338e-03 1.980130e-03 1.972297e-03 1.928925e-03 1.882837e-03
## [101] 1.881612e-03 1.862070e-03 1.837239e-03 1.800598e-03 1.798673e-03
## [106] 1.779723e-03 1.738394e-03 1.716205e-03 1.702427e-03 1.689687e-03
## [111] 1.663599e-03 1.642748e-03 1.628808e-03 1.621388e-03 1.614827e-03
## [116] 1.593289e-03 1.559669e-03 1.556064e-03 1.540703e-03 1.526353e-03
## [121] 1.498022e-03 1.488249e-03 1.456834e-03 1.449767e-03 1.424841e-03
## [126] 1.424029e-03 1.411458e-03 1.404851e-03 1.383990e-03 1.365567e-03
## [131] 1.360611e-03 1.335809e-03 1.312837e-03 1.308741e-03 1.291634e-03
## [136] 1.277567e-03 1.274181e-03 1.265087e-03 1.259748e-03 1.245953e-03
## [141] 1.241092e-03 1.229979e-03 1.218932e-03 1.204102e-03 1.194960e-03
## [146] 1.167646e-03 1.164720e-03 1.150749e-03 1.131041e-03 1.130576e-03
## [151] 1.114655e-03 1.105884e-03 1.096960e-03 1.087233e-03 1.079721e-03
## [156] 1.076218e-03 1.065909e-03 1.057830e-03 1.038968e-03 1.037503e-03
## [161] 1.020840e-03 1.007333e-03 9.884658e-04 9.813090e-04 9.737656e-04
## [166] 9.701272e-04 9.526241e-04 9.442068e-04 9.322822e-04 9.308758e-04
## [171] 9.242388e-04 9.171854e-04 9.070947e-04 8.922185e-04 8.908531e-04
## [176] 8.760153e-04 8.694290e-04 8.586825e-04 8.496822e-04 8.480781e-04
## [181] 8.416252e-04 8.290188e-04 8.232547e-04 8.141731e-04 8.071283e-04
## [186] 7.976936e-04 7.903002e-04 7.843167e-04 7.763836e-04 7.691639e-04
## [191] 7.654684e-04 7.578182e-04 7.509120e-04 7.395877e-04 7.319779e-04
## [196] 7.290850e-04 7.204810e-04 7.109485e-04 7.001973e-04 6.885630e-04
## [201] 6.864031e-04 6.807149e-04 6.786988e-04 6.708016e-04 6.662925e-04
## [206] 6.602932e-04 6.559224e-04 6.541526e-04 6.478718e-04 6.387277e-04
## [211] 6.354972e-04 6.299279e-04 6.163321e-04 6.147473e-04 6.114547e-04
## [216] 6.052829e-04 5.924305e-04 5.909764e-04 5.805227e-04 5.754497e-04
## [221] 5.703854e-04 5.638124e-04 5.626615e-04 5.556609e-04 5.476739e-04
## [226] 5.442227e-04 5.414301e-04 5.381804e-04 5.311086e-04 5.238106e-04
## [231] 5.210845e-04 5.133311e-04 5.093310e-04 5.006217e-04 4.973878e-04
## [236] 4.936857e-04 4.827266e-04 4.783067e-04 4.724141e-04 4.683247e-04
## [241] 4.671771e-04 4.578636e-04 4.514749e-04 4.489436e-04 4.448302e-04
## [246] 4.421458e-04 4.389128e-04 4.313680e-04 4.244789e-04 4.224381e-04
## [251] 4.178751e-04 4.154177e-04 4.104084e-04 4.039937e-04 4.016339e-04
## [256] 4.004373e-04 3.915843e-04 3.848338e-04 3.798894e-04 3.757435e-04
## [261] 3.676664e-04 3.667096e-04 3.658856e-04 3.608430e-04 3.567155e-04
## [266] 3.534398e-04 3.514782e-04 3.472891e-04 3.429035e-04 3.387205e-04
## [271] 3.340752e-04 3.332095e-04 3.266731e-04 3.231636e-04 3.210704e-04
## [276] 3.139059e-04 3.101791e-04 3.071479e-04 3.038935e-04 2.977167e-04
## [281] 2.962933e-04 2.939464e-04 2.911219e-04 2.895852e-04 2.841697e-04
## [286] 2.819593e-04 2.778679e-04 2.767972e-04 2.702921e-04 2.690052e-04
## [291] 2.643352e-04 2.629466e-04 2.584002e-04 2.513404e-04 2.495531e-04
## [296] 2.467457e-04 2.450780e-04 2.418059e-04 2.388909e-04 2.355101e-04
## [301] 2.305684e-04 2.246771e-04 2.230079e-04 2.181439e-04 2.145263e-04
## [306] 2.102859e-04 2.088672e-04 2.035985e-04 2.005898e-04 1.980603e-04
## [311] 1.970223e-04 1.935723e-04 1.910534e-04 1.881783e-04 1.865563e-04
## [316] 1.840721e-04 1.825632e-04 1.782918e-04 1.715966e-04 1.693185e-04
## [321] 1.654891e-04 1.619246e-04 1.602732e-04 1.560122e-04 1.554147e-04
## [326] 1.542223e-04 1.492805e-04 1.460252e-04 1.451568e-04 1.419946e-04
## [331] 1.387771e-04 1.362864e-04 1.336528e-04 1.305837e-04 1.284662e-04
## [336] 1.267931e-04 1.216235e-04 1.201126e-04 1.176306e-04 1.145988e-04
## [341] 1.137066e-04 1.094717e-04 1.068799e-04 1.055413e-04 1.020175e-04
## [346] 9.862532e-05 9.546263e-05 9.519127e-05 9.318626e-05 9.036916e-05
## [351] 8.827579e-05 8.500779e-05 8.186932e-05 7.867424e-05 7.385582e-05
## [356] 7.299725e-05 7.221450e-05 7.172782e-05 6.968050e-05 6.644944e-05
## [361] 6.310574e-05 6.201264e-05 5.794394e-05 5.541145e-05 5.293600e-05
## [366] 5.248590e-05 4.978534e-05 4.922045e-05 4.566215e-05 4.198441e-05
## [371] 4.064646e-05 3.932131e-05 3.483786e-05 3.346301e-05 3.210071e-05
## [376] 2.906820e-05 2.741195e-05 2.432899e-05 2.378016e-05 2.010000e-05
## [381] 1.936500e-05 1.783159e-05 1.574245e-05 1.323577e-05 9.993666e-06
## [386] 8.851125e-06 7.563406e-06 3.479078e-06 2.481286e-06 4.282302e-09
## [391] -1.180320e-17 -2.015855e-06 -2.525260e-06 -5.554600e-06 -7.450615e-06
## [396] -8.706546e-06 -1.160099e-05 -1.284890e-05 -1.412788e-05 -1.788138e-05
## [401] -1.885677e-05 -2.109999e-05 -2.221902e-05 -2.478187e-05 -2.632699e-05
## [406] -2.792961e-05 -3.005512e-05 -3.122217e-05 -3.328885e-05 -3.503193e-05
## [411] -3.621992e-05 -3.854781e-05 -3.879774e-05 -4.246569e-05 -4.319644e-05
## [416] -4.438544e-05 -4.719214e-05 -4.816368e-05 -5.018774e-05 -5.153734e-05
## [421] -5.317054e-05 -5.582885e-05 -5.775549e-05 -5.989416e-05 -6.024394e-05
## [426] -6.253131e-05 -6.291809e-05 -6.336591e-05 -6.552028e-05 -6.660055e-05
## [431] -7.014513e-05 -7.193909e-05 -7.279550e-05 -7.479704e-05 -7.673899e-05
## [436] -7.839352e-05 -8.025797e-05 -8.071476e-05 -8.250077e-05 -8.344806e-05
## [441] -8.521283e-05 -8.592108e-05 -8.749341e-05 -9.024355e-05 -9.236850e-05
## [446] -9.255984e-05 -9.455588e-05 -9.609256e-05 -9.766571e-05 -9.980490e-05
## [451] -1.001706e-04 -1.024731e-04 -1.034966e-04 -1.049308e-04 -1.051075e-04
## [456] -1.071220e-04 -1.080921e-04 -1.119346e-04 -1.120918e-04 -1.129958e-04
## [461] -1.153818e-04 -1.161075e-04 -1.170423e-04 -1.199807e-04 -1.212392e-04
## [466] -1.217466e-04 -1.235848e-04 -1.251536e-04 -1.274108e-04 -1.282610e-04
## [471] -1.305982e-04 -1.319557e-04 -1.321589e-04 -1.338443e-04 -1.349502e-04
## [476] -1.373068e-04 -1.385090e-04 -1.396152e-04 -1.406933e-04 -1.420871e-04
## [481] -1.442467e-04 -1.452211e-04 -1.463608e-04 -1.481081e-04 -1.488831e-04
## [486] -1.498606e-04 -1.510412e-04 -1.534864e-04 -1.547065e-04 -1.561844e-04
## [491] -1.566496e-04 -1.579171e-04 -1.598014e-04 -1.609167e-04 -1.621341e-04
## [496] -1.644738e-04 -1.648690e-04 -1.660810e-04 -1.668519e-04 -1.673190e-04
## [501] -1.695127e-04 -1.705162e-04 -1.718717e-04 -1.738425e-04 -1.750860e-04
## [506] -1.751974e-04 -1.775590e-04 -1.797140e-04 -1.798585e-04 -1.807000e-04
## [511] -1.825200e-04 -1.835221e-04 -1.849161e-04 -1.858043e-04 -1.883165e-04
## [516] -1.887860e-04 -1.899570e-04 -1.905584e-04 -1.917556e-04 -1.926519e-04
## [521] -1.935726e-04 -1.952277e-04 -1.965221e-04 -1.978990e-04 -1.986121e-04
## [526] -1.998153e-04 -2.010566e-04 -2.016790e-04 -2.032230e-04 -2.039751e-04
## [531] -2.047831e-04 -2.064130e-04 -2.070436e-04 -2.090845e-04 -2.096981e-04
## [536] -2.106121e-04 -2.118002e-04 -2.131409e-04 -2.136080e-04 -2.153439e-04
## [541] -2.162197e-04 -2.164224e-04 -2.173343e-04 -2.190628e-04 -2.203490e-04
## [546] -2.213416e-04 -2.226128e-04 -2.233906e-04 -2.247410e-04 -2.259547e-04
## [551] -2.277140e-04 -2.282785e-04 -2.287998e-04 -2.300444e-04 -2.304389e-04
## [556] -2.316555e-04 -2.320253e-04 -2.342989e-04 -2.345067e-04 -2.372735e-04
## [561] -2.380312e-04 -2.383936e-04 -2.391992e-04 -2.398122e-04 -2.417644e-04
## [566] -2.422435e-04 -2.439036e-04 -2.457660e-04 -2.468578e-04 -2.486581e-04
## [571] -2.495979e-04 -2.503587e-04 -2.509628e-04 -2.518403e-04 -2.532092e-04
## [576] -2.545953e-04 -2.558910e-04 -2.562000e-04 -2.576982e-04 -2.581860e-04
## [581] -2.585379e-04 -2.589401e-04 -2.606667e-04 -2.620925e-04 -2.625657e-04
## [586] -2.640494e-04 -2.648346e-04 -2.649563e-04 -2.675655e-04 -2.680036e-04
## [591] -2.690030e-04 -2.696212e-04 -2.713626e-04 -2.719332e-04 -2.728183e-04
## [596] -2.742482e-04 -2.755556e-04 -2.766788e-04 -2.775586e-04 -2.789011e-04
## [601] -2.797638e-04 -2.802942e-04 -2.819644e-04 -2.830658e-04 -2.836966e-04
## [606] -2.843431e-04 -2.857876e-04 -2.864859e-04 -2.875144e-04 -2.895787e-04
## [611] -2.903568e-04 -2.910388e-04 -2.928195e-04 -2.936864e-04 -2.951713e-04
## [616] -2.964208e-04 -2.970228e-04 -2.977811e-04 -2.983087e-04 -2.995730e-04
## [621] -3.002020e-04 -3.015905e-04 -3.030248e-04 -3.035499e-04 -3.043197e-04
## [626] -3.048915e-04 -3.061885e-04 -3.078483e-04 -3.088835e-04 -3.100492e-04
## [631] -3.106489e-04 -3.117756e-04 -3.135847e-04 -3.142588e-04 -3.160641e-04
## [636] -3.161971e-04 -3.167419e-04 -3.180947e-04 -3.198833e-04 -3.203941e-04
## [641] -3.215505e-04 -3.234354e-04 -3.245050e-04 -3.257300e-04 -3.262286e-04
## [646] -3.265357e-04 -3.269867e-04 -3.288636e-04 -3.295438e-04 -3.307840e-04
## [651] -3.312231e-04 -3.334130e-04 -3.336881e-04 -3.354859e-04 -3.364534e-04
## [656] -3.376032e-04 -3.381226e-04 -3.393314e-04 -3.397803e-04 -3.423680e-04
## [661] -3.430532e-04 -3.436691e-04 -3.457665e-04 -3.468343e-04 -3.472168e-04
## [666] -3.488021e-04 -3.504957e-04 -3.507699e-04 -3.514421e-04 -3.525213e-04
## [671] -3.530361e-04 -3.540358e-04 -3.553147e-04 -3.565256e-04 -3.571949e-04
## [676] -3.594164e-04 -3.602136e-04 -3.613377e-04 -3.622590e-04 -3.631068e-04
## [681] -3.637673e-04 -3.648047e-04 -3.659927e-04 -3.680221e-04 -3.685856e-04
## [686] -3.702945e-04 -3.709698e-04 -3.715682e-04 -3.729854e-04 -3.738859e-04
## [691] -3.747637e-04 -3.764693e-04 -3.777114e-04 -3.798728e-04 -3.800790e-04
## [696] -3.811007e-04 -3.824027e-04 -3.841117e-04 -3.843849e-04 -3.868255e-04
## [701] -3.884663e-04 -3.891447e-04 -3.901191e-04 -3.903907e-04 -3.924556e-04
## [706] -3.932521e-04 -3.941333e-04 -3.960923e-04 -3.973182e-04 -3.977679e-04
## [711] -3.997213e-04 -4.003777e-04 -4.007234e-04 -4.020062e-04 -4.031223e-04
## [716] -4.046496e-04 -4.048511e-04 -4.077767e-04 -4.090415e-04 -4.096773e-04
## [721] -4.108751e-04 -4.115526e-04 -4.143660e-04 -4.153495e-04 -4.159402e-04
## [726] -4.165455e-04 -4.186816e-04 -4.202607e-04 -4.221928e-04 -4.238682e-04
## [731] -4.242866e-04 -4.255179e-04 -4.267996e-04 -4.278273e-04 -4.286225e-04
## [736] -4.301875e-04 -4.317052e-04 -4.331439e-04 -4.358240e-04 -4.366651e-04
## [741] -4.373844e-04 -4.384676e-04 -4.400621e-04 -4.407246e-04 -4.426483e-04
## [746] -4.443563e-04 -4.461260e-04 -4.463810e-04 -4.498770e-04 -4.511657e-04
## [751] -4.532904e-04 -4.539583e-04 -4.558467e-04 -4.571157e-04 -4.574177e-04
## [756] -4.605253e-04 -4.622483e-04 -4.629981e-04 -4.660730e-04 -4.672185e-04
## [761] -4.677744e-04 -4.697635e-04 -4.721022e-04 -4.734384e-04 -4.737742e-04
## [766] -4.770219e-04 -4.780271e-04 -4.791729e-04 -4.816580e-04 -4.825813e-04
## [771] -4.858186e-04 -4.865880e-04 -4.887858e-04 -4.900582e-04 -4.904163e-04
## [776] -4.933199e-04 -4.953480e-04 -4.968444e-04 -4.985764e-04 -5.016257e-04
## [781] -5.028302e-04 -5.040875e-04 -5.067812e-04 -5.088462e-04 -5.120755e-04
## [786] -5.134970e-04 -5.164242e-04 -5.167821e-04 -5.216200e-04 -5.240918e-04
## [791] -5.270672e-04 -5.291110e-04 -5.314020e-04 -5.319564e-04 -5.350352e-04
## [796] -5.374980e-04 -5.420553e-04 -5.442999e-04 -5.457422e-04 -5.467807e-04
## [801] -5.545382e-04 -5.566680e-04 -5.597679e-04 -5.634053e-04 -5.658447e-04
## [806] -5.691666e-04 -5.711935e-04 -5.755561e-04 -5.772588e-04 -5.816699e-04
## [811] -5.844372e-04 -5.874054e-04 -5.944582e-04 -5.995390e-04 -6.019137e-04
## [816] -6.075004e-04 -6.118578e-04 -6.148555e-04 -6.188718e-04 -6.207718e-04
## [821] -6.286224e-04 -6.349958e-04 -6.439527e-04 -6.481871e-04 -6.496957e-04
## [826] -6.584480e-04 -6.634306e-04 -6.690999e-04 -6.745818e-04 -6.810222e-04
## [831] -7.052150e-04 -7.116382e-04 -7.255332e-04 -7.294360e-04 -7.360548e-04
## [836] -7.400887e-04 -7.505075e-04 -7.850255e-04 -7.892063e-04 -8.133337e-04
## [841] -8.338068e-04 -8.366386e-04 -8.516154e-04 -8.785681e-04 -8.920825e-04
## [846] -9.117977e-04 -9.736868e-04 -1.030370e-03 -1.128196e-03 -1.421792e-03
## [851] -2.250524e-03
evaluate_consistency_metrics(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores)
## $trustworthiness
## [1] 0.601961
##
## $continuity
## [1] 0.845357
##
## $mantel_statistic
## [1] 0.3053222
##
## $mantel_p
## [1] 0.001
cjtt_u_test(dist_bray_filt, CRP_filt, var_method = "analytic")
## $U_statistic
## [1] 0.04386258
##
## $variance
## [1] 0.000521647
##
## $z_score
## [1] 1.920463
##
## $p_value
## [1] 0.05479949
##
## $method
## [1] "analytic"
gco_decomposition(pcoa_mat = res$PCoA_coordinates,projection_scores = res$projection_scores)
## consistency_score outlier class
## 1 0.0 FALSE C-type
## 2 0.0 FALSE C-type
## 3 0.0 FALSE C-type
## 4 0.0 FALSE C-type
## 5 0.0 FALSE C-type
## 6 0.0 FALSE C-type
## 7 0.0 FALSE C-type
## 8 0.1 FALSE C-type
## 9 0.0 FALSE C-type
## 10 0.0 FALSE C-type
## 11 0.0 FALSE C-type
## 12 0.0 FALSE C-type
## 13 0.1 FALSE C-type
## 14 0.1 FALSE C-type
## 15 0.2 FALSE Intermediate
## 16 0.1 FALSE C-type
## 17 0.1 FALSE C-type
## 18 0.0 FALSE C-type
## 19 0.0 FALSE C-type
## 20 0.1 FALSE C-type
## 21 0.1 FALSE C-type
## 22 0.0 FALSE C-type
## 23 0.3 TRUE O-type
## 24 0.0 FALSE C-type
## 25 0.0 FALSE C-type
## 26 0.2 TRUE O-type
## 27 0.1 FALSE C-type
## 28 0.1 FALSE C-type
## 29 0.0 FALSE C-type
## 30 0.1 FALSE C-type
## 31 0.0 FALSE C-type
## 32 0.0 FALSE C-type
## 33 0.0 FALSE C-type
## 34 0.0 FALSE C-type
## 35 0.0 FALSE C-type
## 36 0.1 FALSE C-type
## 37 0.0 FALSE C-type
## 38 0.1 TRUE O-type
## 39 0.0 FALSE C-type
## 40 0.0 FALSE C-type
## 41 0.0 FALSE C-type
## 42 0.3 FALSE Intermediate
## 43 0.1 FALSE C-type
## 44 0.0 FALSE C-type
## 45 0.1 FALSE C-type
## 46 0.1 FALSE C-type
## 47 0.0 FALSE C-type
## 48 0.0 FALSE C-type
## 49 0.0 FALSE C-type
## 50 0.2 FALSE Intermediate
## 51 0.0 FALSE C-type
## 52 0.1 FALSE C-type
## 53 0.1 FALSE C-type
## 54 0.1 FALSE C-type
## 55 0.0 TRUE O-type
## 56 0.0 FALSE C-type
## 57 0.1 FALSE C-type
## 58 0.2 FALSE Intermediate
## 59 0.0 FALSE C-type
## 60 0.1 FALSE C-type
## 61 0.1 FALSE C-type
## 62 0.1 FALSE C-type
## 63 0.1 FALSE C-type
## 64 0.1 FALSE C-type
## 65 0.0 FALSE C-type
## 66 0.3 FALSE Intermediate
## 67 0.0 FALSE C-type
## 68 0.1 FALSE C-type
## 69 0.1 FALSE C-type
## 70 0.0 FALSE C-type
## 71 0.0 FALSE C-type
## 72 0.0 FALSE C-type
## 73 0.0 FALSE C-type
## 74 0.2 FALSE Intermediate
## 75 0.0 FALSE C-type
## 76 0.0 FALSE C-type
## 77 0.1 FALSE C-type
## 78 0.2 FALSE Intermediate
## 79 0.0 TRUE O-type
## 80 0.1 FALSE C-type
## 81 0.1 FALSE C-type
## 82 0.1 FALSE C-type
## 83 0.1 FALSE C-type
## 84 0.0 FALSE C-type
## 85 0.0 FALSE C-type
## 86 0.1 TRUE O-type
## 87 0.0 FALSE C-type
## 88 0.1 FALSE C-type
## 89 0.1 FALSE C-type
## 90 0.1 FALSE C-type
## 91 0.0 TRUE O-type
## 92 0.0 FALSE C-type
## 93 0.1 FALSE C-type
## 94 0.0 FALSE C-type
## 95 0.0 FALSE C-type
## 96 0.0 FALSE C-type
## 97 0.1 FALSE C-type
## 98 0.0 FALSE C-type
## 99 0.0 FALSE C-type
## 100 0.1 FALSE C-type
## 101 0.0 FALSE C-type
## 102 0.1 FALSE C-type
## 103 0.0 FALSE C-type
## 104 0.1 FALSE C-type
## 105 0.2 FALSE Intermediate
## 106 0.0 FALSE C-type
## 107 0.2 FALSE Intermediate
## 108 0.2 FALSE Intermediate
## 109 0.1 FALSE C-type
## 110 0.1 FALSE C-type
## 111 0.0 FALSE C-type
## 112 0.0 FALSE C-type
## 113 0.0 FALSE C-type
## 114 0.0 FALSE C-type
## 115 0.0 FALSE C-type
## 116 0.1 TRUE O-type
## 117 0.1 FALSE C-type
## 118 0.0 FALSE C-type
## 119 0.0 FALSE C-type
## 120 0.1 FALSE C-type
## 121 0.0 FALSE C-type
## 122 0.1 FALSE C-type
## 123 0.0 FALSE C-type
## 124 0.0 FALSE C-type
## 125 0.1 TRUE O-type
## 126 0.0 FALSE C-type
## 127 0.1 FALSE C-type
## 128 0.1 FALSE C-type
## 129 0.1 FALSE C-type
## 130 0.0 FALSE C-type
## 131 0.1 TRUE O-type
## 132 0.3 FALSE Intermediate
## 133 0.1 FALSE C-type
## 134 0.0 FALSE C-type
## 135 0.0 FALSE C-type
## 136 0.0 FALSE C-type
## 137 0.0 FALSE C-type
## 138 0.0 FALSE C-type
## 139 0.1 FALSE C-type
## 140 0.2 FALSE Intermediate
## 141 0.0 FALSE C-type
## 142 0.0 FALSE C-type
## 143 0.1 FALSE C-type
## 144 0.0 FALSE C-type
## 145 0.1 FALSE C-type
## 146 0.0 FALSE C-type
## 147 0.1 FALSE C-type
## 148 0.2 FALSE Intermediate
## 149 0.0 FALSE C-type
## 150 0.1 FALSE C-type
## 151 0.0 FALSE C-type
## 152 0.0 FALSE C-type
## 153 0.0 FALSE C-type
## 154 0.0 FALSE C-type
## 155 0.2 FALSE Intermediate
## 156 0.2 TRUE O-type
## 157 0.0 FALSE C-type
## 158 0.0 FALSE C-type
## 159 0.0 FALSE C-type
## 160 0.0 FALSE C-type
## 161 0.1 FALSE C-type
## 162 0.0 FALSE C-type
## 163 0.1 FALSE C-type
## 164 0.1 FALSE C-type
## 165 0.1 FALSE C-type
## 166 0.0 FALSE C-type
## 167 0.0 FALSE C-type
## 168 0.0 FALSE C-type
## 169 0.0 FALSE C-type
## 170 0.0 FALSE C-type
## 171 0.1 FALSE C-type
## 172 0.0 FALSE C-type
## 173 0.1 FALSE C-type
## 174 0.0 FALSE C-type
## 175 0.1 FALSE C-type
## 176 0.0 FALSE C-type
## 177 0.0 FALSE C-type
## 178 0.2 TRUE O-type
## 179 0.2 FALSE Intermediate
## 180 0.0 FALSE C-type
## 181 0.0 FALSE C-type
## 182 0.1 FALSE C-type
## 183 0.2 FALSE Intermediate
## 184 0.0 FALSE C-type
## 185 0.0 FALSE C-type
## 186 0.0 FALSE C-type
## 187 0.1 FALSE C-type
## 188 0.1 FALSE C-type
## 189 0.1 FALSE C-type
## 190 0.5 TRUE O-type
## 191 0.0 FALSE C-type
## 192 0.0 FALSE C-type
## 193 0.0 FALSE C-type
## 194 0.0 FALSE C-type
## 195 0.1 FALSE C-type
## 196 0.0 FALSE C-type
## 197 0.0 FALSE C-type
## 198 0.1 FALSE C-type
## 199 0.0 FALSE C-type
## 200 0.0 FALSE C-type
## 201 0.1 FALSE C-type
## 202 0.1 FALSE C-type
## 203 0.0 FALSE C-type
## 204 0.2 FALSE Intermediate
## 205 0.1 FALSE C-type
## 206 0.0 FALSE C-type
## 207 0.0 TRUE O-type
## 208 0.0 FALSE C-type
## 209 0.1 FALSE C-type
## 210 0.1 FALSE C-type
## 211 0.2 TRUE O-type
## 212 0.0 FALSE C-type
## 213 0.0 FALSE C-type
## 214 0.0 FALSE C-type
## 215 0.0 FALSE C-type
## 216 0.0 FALSE C-type
## 217 0.0 FALSE C-type
## 218 0.0 FALSE C-type
## 219 0.0 FALSE C-type
## 220 0.2 FALSE Intermediate
## 221 0.0 FALSE C-type
## 222 0.1 FALSE C-type
## 223 0.1 TRUE O-type
## 224 0.0 FALSE C-type
## 225 0.0 TRUE O-type
## 226 0.1 FALSE C-type
## 227 0.0 FALSE C-type
## 228 0.1 FALSE C-type
## 229 0.0 FALSE C-type
## 230 0.0 FALSE C-type
## 231 0.1 FALSE C-type
## 232 0.0 FALSE C-type
## 233 0.1 FALSE C-type
## 234 0.0 FALSE C-type
## 235 0.0 FALSE C-type
## 236 0.1 FALSE C-type
## 237 0.1 FALSE C-type
## 238 0.0 FALSE C-type
## 239 0.1 FALSE C-type
## 240 0.1 FALSE C-type
## 241 0.0 FALSE C-type
## 242 0.2 FALSE Intermediate
## 243 0.1 FALSE C-type
## 244 0.4 TRUE O-type
## 245 0.1 FALSE C-type
## 246 0.1 FALSE C-type
## 247 0.0 FALSE C-type
## 248 0.0 FALSE C-type
## 249 0.0 FALSE C-type
## 250 0.0 FALSE C-type
## 251 0.1 FALSE C-type
## 252 0.1 FALSE C-type
## 253 0.2 FALSE Intermediate
## 254 0.1 FALSE C-type
## 255 0.0 FALSE C-type
## 256 0.0 FALSE C-type
## 257 0.0 FALSE C-type
## 258 0.3 FALSE Intermediate
## 259 0.1 FALSE C-type
## 260 0.3 FALSE Intermediate
## 261 0.0 FALSE C-type
## 262 0.0 FALSE C-type
## 263 0.1 FALSE C-type
## 264 0.1 FALSE C-type
## 265 0.0 FALSE C-type
## 266 0.0 FALSE C-type
## 267 0.1 FALSE C-type
## 268 0.0 FALSE C-type
## 269 0.1 FALSE C-type
## 270 0.1 FALSE C-type
## 271 0.0 FALSE C-type
## 272 0.0 FALSE C-type
## 273 0.0 FALSE C-type
## 274 0.0 TRUE O-type
## 275 0.0 FALSE C-type
## 276 0.0 FALSE C-type
## 277 0.1 FALSE C-type
## 278 0.0 FALSE C-type
## 279 0.2 TRUE O-type
## 280 0.0 FALSE C-type
## 281 0.0 FALSE C-type
## 282 0.0 FALSE C-type
## 283 0.0 FALSE C-type
## 284 0.2 FALSE Intermediate
## 285 0.4 FALSE Intermediate
## 286 0.1 FALSE C-type
## 287 0.0 FALSE C-type
## 288 0.0 FALSE C-type
## 289 0.1 FALSE C-type
## 290 0.1 FALSE C-type
## 291 0.0 FALSE C-type
## 292 0.0 FALSE C-type
## 293 0.1 FALSE C-type
## 294 0.1 FALSE C-type
## 295 0.1 FALSE C-type
## 296 0.0 FALSE C-type
## 297 0.0 FALSE C-type
## 298 0.0 FALSE C-type
## 299 0.1 FALSE C-type
## 300 0.0 FALSE C-type
## 301 0.0 FALSE C-type
## 302 0.0 FALSE C-type
## 303 0.0 FALSE C-type
## 304 0.0 FALSE C-type
## 305 0.1 FALSE C-type
## 306 0.0 FALSE C-type
## 307 0.3 FALSE Intermediate
## 308 0.1 FALSE C-type
## 309 0.0 FALSE C-type
## 310 0.1 FALSE C-type
## 311 0.0 FALSE C-type
## 312 0.2 FALSE Intermediate
## 313 0.1 FALSE C-type
## 314 0.1 FALSE C-type
## 315 0.1 FALSE C-type
## 316 0.0 FALSE C-type
## 317 0.1 FALSE C-type
## 318 0.0 FALSE C-type
## 319 0.0 FALSE C-type
## 320 0.0 FALSE C-type
## 321 0.0 FALSE C-type
## 322 0.0 FALSE C-type
## 323 0.0 FALSE C-type
## 324 0.1 FALSE C-type
## 325 0.0 FALSE C-type
## 326 0.0 FALSE C-type
## 327 0.2 FALSE Intermediate
## 328 0.0 FALSE C-type
## 329 0.0 FALSE C-type
## 330 0.2 FALSE Intermediate
## 331 0.0 FALSE C-type
## 332 0.0 FALSE C-type
## 333 0.0 FALSE C-type
## 334 0.1 FALSE C-type
## 335 0.0 FALSE C-type
## 336 0.2 FALSE Intermediate
## 337 0.0 FALSE C-type
## 338 0.0 FALSE C-type
## 339 0.0 FALSE C-type
## 340 0.2 FALSE Intermediate
## 341 0.0 FALSE C-type
## 342 0.0 FALSE C-type
## 343 0.1 FALSE C-type
## 344 0.0 FALSE C-type
## 345 0.0 FALSE C-type
## 346 0.0 FALSE C-type
## 347 0.0 FALSE C-type
## 348 0.0 FALSE C-type
## 349 0.0 TRUE O-type
## 350 0.1 FALSE C-type
## 351 0.1 FALSE C-type
## 352 0.0 FALSE C-type
## 353 0.1 FALSE C-type
## 354 0.0 FALSE C-type
## 355 0.0 FALSE C-type
## 356 0.1 FALSE C-type
## 357 0.0 FALSE C-type
## 358 0.0 FALSE C-type
## 359 0.0 FALSE C-type
## 360 0.0 TRUE O-type
## 361 0.1 TRUE O-type
## 362 0.0 FALSE C-type
## 363 0.1 FALSE C-type
## 364 0.2 FALSE Intermediate
## 365 0.0 FALSE C-type
## 366 0.1 FALSE C-type
## 367 0.2 TRUE O-type
## 368 0.1 FALSE C-type
## 369 0.1 FALSE C-type
## 370 0.0 FALSE C-type
## 371 0.0 FALSE C-type
## 372 0.1 FALSE C-type
## 373 0.1 FALSE C-type
## 374 0.1 FALSE C-type
## 375 0.0 FALSE C-type
## 376 0.2 FALSE Intermediate
## 377 0.1 FALSE C-type
## 378 0.0 FALSE C-type
## 379 0.0 FALSE C-type
## 380 0.1 FALSE C-type
## 381 0.0 FALSE C-type
## 382 0.0 FALSE C-type
## 383 0.1 FALSE C-type
## 384 0.1 FALSE C-type
## 385 0.0 TRUE O-type
## 386 0.1 FALSE C-type
## 387 0.0 TRUE O-type
## 388 0.0 FALSE C-type
## 389 0.0 FALSE C-type
## 390 0.1 FALSE C-type
## 391 0.1 FALSE C-type
## 392 0.1 FALSE C-type
## 393 0.0 FALSE C-type
## 394 0.1 FALSE C-type
## 395 0.2 FALSE Intermediate
## 396 0.1 FALSE C-type
## 397 0.1 FALSE C-type
## 398 0.2 FALSE Intermediate
## 399 0.1 FALSE C-type
## 400 0.0 FALSE C-type
## 401 0.0 FALSE C-type
## 402 0.0 FALSE C-type
## 403 0.0 FALSE C-type
## 404 0.1 FALSE C-type
## 405 0.0 FALSE C-type
## 406 0.0 FALSE C-type
## 407 0.1 FALSE C-type
## 408 0.0 FALSE C-type
## 409 0.0 FALSE C-type
## 410 0.4 TRUE O-type
## 411 0.0 FALSE C-type
## 412 0.0 FALSE C-type
## 413 0.0 FALSE C-type
## 414 0.0 FALSE C-type
## 415 0.0 FALSE C-type
## 416 0.0 FALSE C-type
## 417 0.0 FALSE C-type
## 418 0.0 FALSE C-type
## 419 0.1 FALSE C-type
## 420 0.1 FALSE C-type
## 421 0.2 FALSE Intermediate
## 422 0.1 FALSE C-type
## 423 0.0 FALSE C-type
## 424 0.1 FALSE C-type
## 425 0.4 TRUE O-type
## 426 0.0 FALSE C-type
## 427 0.1 FALSE C-type
## 428 0.0 FALSE C-type
## 429 0.0 FALSE C-type
## 430 0.1 FALSE C-type
## 431 0.0 FALSE C-type
## 432 0.0 FALSE C-type
## 433 0.0 TRUE O-type
## 434 0.0 FALSE C-type
## 435 0.0 FALSE C-type
## 436 0.0 FALSE C-type
## 437 0.1 FALSE C-type
## 438 0.2 FALSE Intermediate
## 439 0.0 FALSE C-type
## 440 0.1 FALSE C-type
## 441 0.1 FALSE C-type
## 442 0.0 FALSE C-type
## 443 0.1 FALSE C-type
## 444 0.0 FALSE C-type
## 445 0.0 TRUE O-type
## 446 0.0 FALSE C-type
## 447 0.0 FALSE C-type
## 448 0.1 FALSE C-type
## 449 0.1 FALSE C-type
## 450 0.0 FALSE C-type
## 451 0.1 FALSE C-type
## 452 0.1 FALSE C-type
## 453 0.0 FALSE C-type
## 454 0.2 FALSE Intermediate
## 455 0.2 TRUE O-type
## 456 0.0 FALSE C-type
## 457 0.1 FALSE C-type
## 458 0.0 FALSE C-type
## 459 0.0 FALSE C-type
## 460 0.5 TRUE O-type
## 461 0.0 FALSE C-type
## 462 0.0 FALSE C-type
## 463 0.0 FALSE C-type
## 464 0.1 FALSE C-type
## 465 0.1 FALSE C-type
## 466 0.0 FALSE C-type
## 467 0.1 TRUE O-type
## 468 0.0 FALSE C-type
## 469 0.0 FALSE C-type
## 470 0.1 FALSE C-type
## 471 0.3 TRUE O-type
## 472 0.2 FALSE Intermediate
## 473 0.0 TRUE O-type
## 474 0.0 FALSE C-type
## 475 0.0 FALSE C-type
## 476 0.0 FALSE C-type
## 477 0.0 FALSE C-type
## 478 0.0 TRUE O-type
## 479 0.1 FALSE C-type
## 480 0.0 FALSE C-type
## 481 0.0 FALSE C-type
## 482 0.1 FALSE C-type
## 483 0.1 FALSE C-type
## 484 0.1 FALSE C-type
## 485 0.0 FALSE C-type
## 486 0.1 FALSE C-type
## 487 0.3 TRUE O-type
## 488 0.0 FALSE C-type
## 489 0.2 FALSE Intermediate
## 490 0.0 FALSE C-type
## 491 0.1 FALSE C-type
## 492 0.0 FALSE C-type
## 493 0.1 FALSE C-type
## 494 0.0 FALSE C-type
## 495 0.0 TRUE O-type
## 496 0.0 FALSE C-type
## 497 0.0 FALSE C-type
## 498 0.2 FALSE Intermediate
## 499 0.0 TRUE O-type
## 500 0.1 TRUE O-type
## 501 0.1 TRUE O-type
## 502 0.1 FALSE C-type
## 503 0.0 FALSE C-type
## 504 0.1 FALSE C-type
## 505 0.0 FALSE C-type
## 506 0.3 TRUE O-type
## 507 0.0 FALSE C-type
## 508 0.0 FALSE C-type
## 509 0.1 TRUE O-type
## 510 0.0 FALSE C-type
## 511 0.0 FALSE C-type
## 512 0.2 FALSE Intermediate
## 513 0.0 FALSE C-type
## 514 0.0 FALSE C-type
## 515 0.0 FALSE C-type
## 516 0.0 FALSE C-type
## 517 0.0 FALSE C-type
## 518 0.0 FALSE C-type
## 519 0.1 FALSE C-type
## 520 0.0 FALSE C-type
## 521 0.0 FALSE C-type
## 522 0.2 FALSE Intermediate
## 523 0.0 TRUE O-type
## 524 0.0 FALSE C-type
## 525 0.0 FALSE C-type
## 526 0.3 TRUE O-type
## 527 0.0 FALSE C-type
## 528 0.1 FALSE C-type
## 529 0.0 FALSE C-type
## 530 0.0 FALSE C-type
## 531 0.0 FALSE C-type
## 532 0.0 FALSE C-type
## 533 0.0 TRUE O-type
## 534 0.1 FALSE C-type
## 535 0.1 FALSE C-type
## 536 0.0 TRUE O-type
## 537 0.0 FALSE C-type
## 538 0.0 FALSE C-type
## 539 0.0 FALSE C-type
## 540 0.0 FALSE C-type
## 541 0.1 FALSE C-type
## 542 0.1 FALSE C-type
## 543 0.1 FALSE C-type
## 544 0.0 FALSE C-type
## 545 0.1 FALSE C-type
## 546 0.0 FALSE C-type
## 547 0.0 FALSE C-type
## 548 0.1 FALSE C-type
## 549 0.0 FALSE C-type
## 550 0.0 TRUE O-type
## 551 0.0 FALSE C-type
## 552 0.1 FALSE C-type
## 553 0.0 TRUE O-type
## 554 0.0 FALSE C-type
## 555 0.1 TRUE O-type
## 556 0.1 FALSE C-type
## 557 0.3 TRUE O-type
## 558 0.0 FALSE C-type
## 559 0.0 FALSE C-type
## 560 0.0 FALSE C-type
## 561 0.0 TRUE O-type
## 562 0.0 FALSE C-type
## 563 0.0 FALSE C-type
## 564 0.0 FALSE C-type
## 565 0.0 FALSE C-type
## 566 0.0 FALSE C-type
## 567 0.0 FALSE C-type
## 568 0.0 FALSE C-type
## 569 0.0 FALSE C-type
## 570 0.0 FALSE C-type
## 571 0.0 FALSE C-type
## 572 0.0 TRUE O-type
## 573 0.0 FALSE C-type
## 574 0.0 FALSE C-type
## 575 0.1 FALSE C-type
## 576 0.0 FALSE C-type
## 577 0.0 FALSE C-type
## 578 0.0 FALSE C-type
## 579 0.1 FALSE C-type
## 580 0.0 FALSE C-type
## 581 0.2 FALSE Intermediate
## 582 0.0 FALSE C-type
## 583 0.3 TRUE O-type
## 584 0.2 FALSE Intermediate
## 585 0.1 TRUE O-type
## 586 0.1 TRUE O-type
## 587 0.0 FALSE C-type
## 588 0.0 TRUE O-type
## 589 0.2 FALSE Intermediate
## 590 0.0 FALSE C-type
## 591 0.1 TRUE O-type
## 592 0.0 FALSE C-type
## 593 0.0 FALSE C-type
## 594 0.2 FALSE Intermediate
## 595 0.0 FALSE C-type
## 596 0.1 FALSE C-type
## 597 0.0 FALSE C-type
## 598 0.0 FALSE C-type
## 599 0.0 FALSE C-type
## 600 0.0 FALSE C-type
## 601 0.1 FALSE C-type
## 602 0.1 TRUE O-type
## 603 0.0 FALSE C-type
## 604 0.1 FALSE C-type
## 605 0.1 FALSE C-type
## 606 0.1 FALSE C-type
## 607 0.0 FALSE C-type
## 608 0.1 FALSE C-type
## 609 0.1 TRUE O-type
## 610 0.1 FALSE C-type
## 611 0.0 FALSE C-type
## 612 0.0 TRUE O-type
## 613 0.0 FALSE C-type
## 614 0.0 FALSE C-type
## 615 0.0 FALSE C-type
## 616 0.0 FALSE C-type
## 617 0.2 FALSE Intermediate
## 618 0.0 FALSE C-type
## 619 0.1 FALSE C-type
## 620 0.2 FALSE Intermediate
## 621 0.0 FALSE C-type
## 622 0.0 FALSE C-type
## 623 0.1 FALSE C-type
## 624 0.1 FALSE C-type
## 625 0.2 FALSE Intermediate
## 626 0.0 FALSE C-type
## 627 0.0 FALSE C-type
## 628 0.1 FALSE C-type
## 629 0.0 FALSE C-type
## 630 0.0 FALSE C-type
## 631 0.0 FALSE C-type
## 632 0.0 FALSE C-type
## 633 0.0 FALSE C-type
## 634 0.0 FALSE C-type
## 635 0.4 TRUE O-type
## 636 0.2 FALSE Intermediate
## 637 0.1 FALSE C-type
## 638 0.1 FALSE C-type
## 639 0.0 FALSE C-type
## 640 0.0 FALSE C-type
## 641 0.0 FALSE C-type
## 642 0.1 FALSE C-type
## 643 0.0 FALSE C-type
## 644 0.0 FALSE C-type
## 645 0.0 FALSE C-type
## 646 0.2 FALSE Intermediate
## 647 0.0 FALSE C-type
## 648 0.0 FALSE C-type
## 649 0.0 FALSE C-type
## 650 0.0 FALSE C-type
## 651 0.1 FALSE C-type
## 652 0.0 TRUE O-type
## 653 0.0 FALSE C-type
## 654 0.0 FALSE C-type
## 655 0.0 FALSE C-type
## 656 0.0 FALSE C-type
## 657 0.0 FALSE C-type
## 658 0.0 FALSE C-type
## 659 0.0 FALSE C-type
## 660 0.0 TRUE O-type
## 661 0.1 FALSE C-type
## 662 0.0 FALSE C-type
## 663 0.0 FALSE C-type
## 664 0.0 FALSE C-type
## 665 0.0 FALSE C-type
## 666 0.1 FALSE C-type
## 667 0.1 FALSE C-type
## 668 0.0 FALSE C-type
## 669 0.0 FALSE C-type
## 670 0.0 FALSE C-type
## 671 0.2 FALSE Intermediate
## 672 0.0 FALSE C-type
## 673 0.0 FALSE C-type
## 674 0.1 FALSE C-type
## 675 0.0 FALSE C-type
## 676 0.0 FALSE C-type
## 677 0.0 FALSE C-type
## 678 0.0 FALSE C-type
## 679 0.0 FALSE C-type
## 680 0.1 FALSE C-type
## 681 0.0 FALSE C-type
## 682 0.0 FALSE C-type
## 683 0.1 FALSE C-type
## 684 0.0 FALSE C-type
## 685 0.0 FALSE C-type
## 686 0.0 FALSE C-type
## 687 0.0 FALSE C-type
## 688 0.1 FALSE C-type
## 689 0.0 FALSE C-type
## 690 0.1 FALSE C-type
## 691 0.1 FALSE C-type
## 692 0.2 FALSE Intermediate
## 693 0.1 FALSE C-type
## 694 0.0 FALSE C-type
## 695 0.2 FALSE Intermediate
## 696 0.0 FALSE C-type
## 697 0.0 FALSE C-type
## 698 0.0 FALSE C-type
## 699 0.1 FALSE C-type
## 700 0.0 FALSE C-type
## 701 0.0 FALSE C-type
## 702 0.0 FALSE C-type
## 703 0.1 FALSE C-type
## 704 0.1 FALSE C-type
## 705 0.0 FALSE C-type
## 706 0.0 FALSE C-type
## 707 0.0 FALSE C-type
## 708 0.0 FALSE C-type
## 709 0.0 FALSE C-type
## 710 0.1 TRUE O-type
## 711 0.0 FALSE C-type
## 712 0.1 FALSE C-type
## 713 0.0 FALSE C-type
## 714 0.0 FALSE C-type
## 715 0.0 FALSE C-type
## 716 0.0 FALSE C-type
## 717 0.3 TRUE O-type
## 718 0.1 FALSE C-type
## 719 0.1 FALSE C-type
## 720 0.0 FALSE C-type
## 721 0.0 FALSE C-type
## 722 0.0 FALSE C-type
## 723 0.0 FALSE C-type
## 724 0.1 FALSE C-type
## 725 0.1 FALSE C-type
## 726 0.0 FALSE C-type
## 727 0.0 FALSE C-type
## 728 0.1 FALSE C-type
## 729 0.1 FALSE C-type
## 730 0.0 FALSE C-type
## 731 0.1 FALSE C-type
## 732 0.2 FALSE Intermediate
## 733 0.0 FALSE C-type
## 734 0.0 FALSE C-type
## 735 0.0 FALSE C-type
## 736 0.0 FALSE C-type
## 737 0.0 FALSE C-type
## 738 0.0 FALSE C-type
## 739 0.0 FALSE C-type
## 740 0.0 TRUE O-type
## 741 0.0 TRUE O-type
## 742 0.0 FALSE C-type
## 743 0.0 FALSE C-type
## 744 0.0 FALSE C-type
## 745 0.0 FALSE C-type
## 746 0.0 FALSE C-type
## 747 0.0 FALSE C-type
## 748 0.1 FALSE C-type
## 749 0.1 FALSE C-type
## 750 0.1 FALSE C-type
## 751 0.1 FALSE C-type
## 752 0.0 FALSE C-type
## 753 0.0 FALSE C-type
## 754 0.0 FALSE C-type
## 755 0.0 FALSE C-type
## 756 0.1 FALSE C-type
## 757 0.0 FALSE C-type
## 758 0.1 FALSE C-type
## 759 0.0 FALSE C-type
## 760 0.0 FALSE C-type
## 761 0.0 FALSE C-type
## 762 0.0 FALSE C-type
## 763 0.0 FALSE C-type
## 764 0.0 FALSE C-type
## 765 0.0 FALSE C-type
## 766 0.0 FALSE C-type
## 767 0.0 FALSE C-type
## 768 0.0 FALSE C-type
## 769 0.0 TRUE O-type
## 770 0.1 FALSE C-type
## 771 0.0 FALSE C-type
## 772 0.0 TRUE O-type
## 773 0.1 FALSE C-type
## 774 0.0 FALSE C-type
## 775 0.0 FALSE C-type
## 776 0.0 TRUE O-type
## 777 0.0 FALSE C-type
## 778 0.0 FALSE C-type
## 779 0.0 FALSE C-type
## 780 0.0 FALSE C-type
## 781 0.2 FALSE Intermediate
## 782 0.0 FALSE C-type
## 783 0.0 FALSE C-type
## 784 0.0 FALSE C-type
## 785 0.1 FALSE C-type
## 786 0.0 TRUE O-type
## 787 0.0 TRUE O-type
## 788 0.1 FALSE C-type
## 789 0.0 FALSE C-type
## 790 0.1 FALSE C-type
## 791 0.0 FALSE C-type
## 792 0.0 FALSE C-type
## 793 0.0 FALSE C-type
## 794 0.0 FALSE C-type
## 795 0.1 FALSE C-type
## 796 0.0 FALSE C-type
## 797 0.0 FALSE C-type
## 798 0.0 FALSE C-type
## 799 0.0 FALSE C-type
## 800 0.1 TRUE O-type
## 801 0.0 FALSE C-type
## 802 0.0 FALSE C-type
## 803 0.0 FALSE C-type
## 804 0.0 FALSE C-type
## 805 0.0 FALSE C-type
## 806 0.1 FALSE C-type
## 807 0.0 FALSE C-type
## 808 0.0 TRUE O-type
## 809 0.0 FALSE C-type
## 810 0.1 FALSE C-type
## 811 0.2 FALSE Intermediate
## 812 0.0 FALSE C-type
## 813 0.0 FALSE C-type
## 814 0.0 FALSE C-type
## 815 0.1 FALSE C-type
## 816 0.1 FALSE C-type
## 817 0.0 FALSE C-type
## 818 0.1 FALSE C-type
## 819 0.0 FALSE C-type
## 820 0.0 FALSE C-type
## 821 0.0 TRUE O-type
## 822 0.2 FALSE Intermediate
## 823 0.0 FALSE C-type
## 824 0.0 FALSE C-type
## 825 0.0 FALSE C-type
## 826 0.0 FALSE C-type
## 827 0.1 FALSE C-type
## 828 0.1 FALSE C-type
## 829 0.2 FALSE Intermediate
## 830 0.1 TRUE O-type
## 831 0.1 FALSE C-type
## 832 0.1 FALSE C-type
## 833 0.1 FALSE C-type
## 834 0.1 FALSE C-type
## 835 0.1 FALSE C-type
## 836 0.2 FALSE Intermediate
## 837 0.1 FALSE C-type
## 838 0.0 FALSE C-type
## 839 0.1 FALSE C-type
## 840 0.1 FALSE C-type
## 841 0.0 FALSE C-type
## 842 0.0 FALSE C-type
## 843 0.0 FALSE C-type
## 844 0.0 FALSE C-type
## 845 0.0 FALSE C-type
## 846 0.0 TRUE O-type
## 847 0.0 FALSE C-type
## 848 0.1 FALSE C-type
## 849 0.0 FALSE C-type
## 850 0.2 TRUE O-type
## 851 0.2 TRUE O-type